# 2024—2026 年新增时间序列相关论文：300 篇

筛选快照：2026-11-06T00:53:09+00:00。共 300 篇；2024 年 95 篇、2025 年 113 篇、2026 年 92 篇。
主要会议 266 篇，领域会议补充 34 篇。已知引用至少10次 74 篇、1—9次 186 篇、0次 5 篇、引用未知 35 篇。

## 范围与引用口径

与用户网站已登录页面的 345 篇、私有仓库库存 360 篇及上一批 300 篇逐题名/已确认别名比对；网站 345 篇编号均覆盖在库存中。旧库存部分链接存在错配，未将其标识符单独作为排除依据。题名近似及改名版本仍可能遗漏，需以作者和原始版本进一步核对。
近似题名例外：本批 Multi-modal Time Series Analysis（KDD 2025 教程）与站点 #098 Foundation Models for Time Series Analysis（KDD 2024 教程）有部分共同作者，但题名、主要作者、年份和范围不同；[2025 作者页面](https://github.com/UConn-DSIS/Multi-modal-Time-Series-Analysis)与[2024 作者稿](https://arxiv.org/abs/2403.14735)支持分开记录。
NeurIPS 2026 候选以已获的官网录用/日程信息为依据；[主会定于 2026 年 12 月 8—10 日](https://neurips.cc/Conferences/2026/Dates)，本次 11 月 6 日筛选时会议尚未召开，最终论文版本及具体状态以官网后续更新为准。
优先列已知引用不少于 10 次的论文；为了提供 300 个候选，后续保留已知 1—9 次、0 次或未知的论文。未知不按零处理，也不代表低质量。
OpenAlex 与 Crossref 的计数来自不同索引，不作直接数值比较：先分别列各来源的 ≥10 次，再分别列 1—9 次；无正数计数的候选优先主要会议，按年份和题名排列。引用可能对应预印本，条目中按已得信息注明。不同发表时间与学科的引用数不直接表示质量。
有 46 条引用记录未保存逐篇准确查询时间，表中保留可得批次说明；其他为 UTC 查询时间。正式会议赛道未单独证实的写“待核”，教程与综述标注性质。文中“方向”来自题名或已获摘要，非全文评审。
结构化记录见 [第二批新增300篇.json](第二批新增300篇.json)，来源和排除记录见 [整合候选待核.json](整合候选待核.json)；网站清单与比对依据见 [去重基准来源说明](去重基准来源说明.md)。本清单未运行论文实验，也不声称覆盖全部相关论文。

对暂选集中 66 条高引用候选的 DOI 做过 [Crossref 抽样核对](../2026-11-06-第二批论文筛选/质量核查/高引用Crossref核对.json)：62 条书目信息匹配，4 条预印本 DOI 未获 Crossref 记录；具体结果以核查文件为准。

| 序号 | 论文 | 年份与会议 | 赛道/范围 | 方向线索 | 引用与来源 | 查询时间 UTC |
|---:|---|---|---|---|---|---|
| 1 | [UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio, Video, Point Cloud, Time-Series and Image Recognition](https://doi.org/10.1109/cvpr52733.2024.00527) | 2024 · CVPR 2024 | 待核验具体赛道；通用跨模态模型，时间序列是其中一项任务；OpenAlex primary venue is IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings; conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [400（OpenAlex）](https://openalex.org/W4402775306) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 2 | [UrbanGPT: Spatio-Temporal Large Language Models](https://doi.org/10.1145/3637528.3671578) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [207（OpenAlex）](https://openalex.org/W4401863317) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 3 | [Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data](https://doi.org/10.1609/aaai.v38i14.29500) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [138（OpenAlex）](https://openalex.org/W4393159722) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 4 | [UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction](https://doi.org/10.1145/3637528.3671662) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 时间序列预测 | [138（OpenAlex）](https://openalex.org/W4391987728) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 5 | [Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency Perspective](https://doi.org/10.1145/3589334.3645710) | 2024 · WWW 2024 | 待核验具体赛道；OpenAlex primary venue is International World Wide Web Conference (WWW); conference DOI or publisher landing page | 异常检测/审计 | [116（OpenAlex）](https://openalex.org/W4396757510) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 6 | [GPT4MTS: Prompt-based Large Language Model for Multimodal Time-series Forecasting](https://doi.org/10.1609/aaai.v38i21.30383) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 时间序列预测 | [110（OpenAlex）](https://openalex.org/W4393145940) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 7 | [Medformer: A Multi-Granularity Patching Transformer for Medical Time-Series Classification](https://doi.org/10.52202/079017-1145) | 2024 · NeurIPS 2024 | Main Conference Track；OpenAlex primary venue is neural information processing systems; conference DOI or publisher landing page | 分类/聚类 | [99（OpenAlex）](https://openalex.org/W4415798147) | 2026-11-06T00:36:41+00:00 |
| 8 | [Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting](https://ijcai.org/proceedings/2024/442) | 2024 · IJCAI 2024 | IJCAI 2024 Main Track；IJCAI 官方论文集明确 Main Track。 | 时间序列预测 | [83（OpenAlex）](https://openalex.org/W4401024533) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 9 | [Breaking the Time-Frequency Granularity Discrepancy in Time-Series Anomaly Detection](https://doi.org/10.1145/3589334.3645556) | 2024 · WWW 2024 | 待核验具体赛道；OpenAlex primary venue is International World Wide Web Conference (WWW); conference DOI or publisher landing page | 异常检测/审计 | [76（OpenAlex）](https://openalex.org/W4396757586) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 10 | [A Unified Replay-Based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data](https://doi.org/10.1109/icde60146.2024.00085) | 2024 · ICDE 2024 | 待核验具体赛道；OpenAlex primary venue is IEEE International Conference on Data Engineering (ICDE); conference DOI or publisher landing page | 时间序列预测 | [73（OpenAlex）](https://openalex.org/W4400910490) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 11 | [A Survey on Deep Learning based Time Series Analysis with Frequency Transformation](https://doi.org/10.1145/3711896.3736571) | 2025 · KDD | 综述；关联 KDD 2025 Lecture-style Tutorial，论文赛道待核；作者教程页面将该综述列为教程材料：https://hh4ts.github.io/Deep_Learning_in_Frequency_Domain_Tutorial/ | 基准/综述/评价 | [72（OpenAlex）](https://openalex.org/W4412877175) | 2026-11-06T00:34:53+00:00 |
| 12 | [FNSPID: A Comprehensive Financial News Dataset in Time Series](https://doi.org/10.1145/3637528.3671629) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 基准/综述/评价 | [71（OpenAlex）](https://openalex.org/W4401863947) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 13 | [Empowering Time Series Analysis with Large Language Models: A Survey](https://ijcai.org/proceedings/2024/895) | 2024 · IJCAI 2024 | IJCAI 2024 Survey Track；IJCAI 官方论文集核对，Survey Track。 | 基准/综述/评价 | [63（OpenAlex）](https://openalex.org/W4401023459) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 14 | [SST: Multi-Scale Hybrid Mamba-Transformer Experts for Time Series Forecasting](https://doi.org/10.1145/3746252.3761394) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [57（OpenAlex）](https://openalex.org/W4416017457) | 2026-11-06T00:34:53+00:00 |
| 15 | [Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model](https://doi.org/10.1609/aaai.v38i14.29521) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [56（OpenAlex）](https://openalex.org/W4393147339) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 16 | [Temporal-Frequency Masked Autoencoders for Time Series Anomaly Detection](https://doi.org/10.1109/icde60146.2024.00099) | 2024 · ICDE 2024 | 待核验具体赛道；OpenAlex primary venue is IEEE International Conference on Data Engineering (ICDE); conference DOI or publisher landing page | 异常检测/审计 | [56（OpenAlex）](https://openalex.org/W4400909504) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 17 | [Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological Analysis](https://doi.org/10.1145/3627673.3679614) | 2024 · CIKM 2024 | 待核验具体赛道；领域会议补充；OpenAlex primary venue is ACM International Conference on Information and Knowledge Management; ACM DOI | 异常检测/审计 | [53（OpenAlex）](https://openalex.org/W4402699695) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；精确逐篇时刻未单独记录 |
| 18 | [Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection](https://doi.org/10.1145/3711896.3737239) | 2025 · KDD 2025 | Applied Data Science | 异常检测/审计 | [49（OpenAlex）](https://openalex.org/W4412877051) | 2026-11-06T00:34:53+00:00 |
| 19 | [CUTS+: High-Dimensional Causal Discovery from Irregular Time-Series](https://doi.org/10.1609/aaai.v38i10.29034) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 缺失/不规则时序 | [48（OpenAlex）](https://openalex.org/W4393156525) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 20 | [MultiSPANS: A Multi-range Spatial-Temporal Transformer Network for Traffic Forecast via Structural Entropy Optimization](https://doi.org/10.1145/3616855.3635820) | 2024 · WSDM 2024 | 待核验具体赛道；领域会议补充；OpenAlex primary venue is ACM International Conference on Web Search and Data Mining (WSDM); conference DOI or publisher landing page | 时间序列预测 | [48（OpenAlex）](https://openalex.org/W4392367760) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 21 | [PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection](https://doi.org/10.1145/3637528.3671753) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 异常检测/审计 | [46（OpenAlex）](https://openalex.org/W4401863538) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 22 | [ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification](https://doi.org/10.1145/3637528.3671862) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 分类/聚类 | [45（OpenAlex）](https://openalex.org/W4401856672) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 23 | [Deep Learning for Multivariate Time Series Imputation: A Survey](https://ijcai.org/proceedings/2025/1187) | 2025 · IJCAI 2025 | Survey Track；Crossref亦存在2024 DOI同题记录；IJCAI官网列2025 Survey Track和2025 DOI，采用官网；引用对象版本另列。 | 缺失/不规则时序 | [44（OpenAlex）](https://openalex.org/W4414360835) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 24 | [When Model Meets New Normals: Test-Time Adaptation for Unsupervised Time-Series Anomaly Detection](https://doi.org/10.1609/aaai.v38i12.29210) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 异常检测/审计 | [43（OpenAlex）](https://openalex.org/W4393153098) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 25 | [Multi-modal Time Series Analysis: A Tutorial and Survey](https://doi.org/10.1145/3711896.3736567) | 2025 · KDD | KDD 2025 Lecture Style Tutorials Track（作者项目说明核对） | 基准/综述/评价 | [42（OpenAlex）](https://openalex.org/W4412875496) | 2026-11-06T00:34:53+00:00 |
| 26 | [MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation](https://doi.org/10.1145/3627673.3679532) | 2024 · CIKM 2024 | 待核验具体赛道；领域会议补充；OpenAlex primary venue is ACM International Conference on Information and Knowledge Management; ACM DOI | 缺失/不规则时序 | [41（OpenAlex）](https://openalex.org/W4402386891) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；精确逐篇时刻未单独记录 |
| 27 | [Position: What Can Large Language Models Tell Us about Time Series Analysis](https://proceedings.mlr.press/v235/jin24i.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [39（OpenAlex）](https://openalex.org/W4391621391)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 28 | [Graph-Aware Contrasting for Multivariate Time-Series Classification](https://doi.org/10.1609/aaai.v38i14.29501) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 分类/聚类 | [35（OpenAlex）](https://openalex.org/W4393160493) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 29 | [Diffusion Language-Shapelets for Semi-supervised Time-Series Classification](https://doi.org/10.1609/aaai.v38i13.29317) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 分类/聚类 | [32（OpenAlex）](https://openalex.org/W4393160039) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 30 | [Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection](https://ijcai.org/proceedings/2024/239) | 2024 · IJCAI 2024 | IJCAI 2024 Main Track；IJCAI 官方论文集明确 Main Track。 | 异常检测/审计 | [32（OpenAlex）](https://openalex.org/W4401024335) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 31 | [Skip-Timeformer: Skip-Time Interaction Transformer for Long Sequence Time-Series Forecasting](https://ijcai.org/proceedings/2024/608) | 2024 · IJCAI 2024 | IJCAI 2024 Main Track；IJCAI 官方论文集明确 Main Track。 | 时间序列预测 | [30（OpenAlex）](https://openalex.org/W4401024935) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 32 | [CroSSL: Cross-modal Self-Supervised Learning for Time-series through Latent Masking](https://doi.org/10.1145/3616855.3635795) | 2024 · WSDM 2024 | 待核验具体赛道；领域会议补充；OpenAlex primary venue is ACM International Conference on Web Search and Data Mining (WSDM); conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [29（OpenAlex）](https://openalex.org/W4392367790) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 33 | [DiffDA: a Diffusion model for weather-scale Data Assimilation](https://proceedings.mlr.press/v235/huang24h.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 天气/气候 | [29（OpenAlex）](https://openalex.org/W4390833509)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 34 | [Advances in Time-Series Anomaly Detection: Algorithms, Benchmarks, and Evaluation Measures](https://doi.org/10.1145/3711896.3736565) | 2025 · KDD | 综述或教程，非普通方法论文 | 异常检测/审计 | [29（OpenAlex）](https://openalex.org/W4412875515) | 2026-11-06T00:34:53+00:00 |
| 35 | [SensitiveHUE: Multivariate Time Series Anomaly Detection by Enhancing the Sensitivity to Normal Patterns](https://doi.org/10.1145/3637528.3671919) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 异常检测/审计 | [26（OpenAlex）](https://openalex.org/W4401856687) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 36 | [Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection](https://ojs.aaai.org/index.php/AAAI/article/view/33921) | 2025 · AAAI 2025 | 具体赛道待核 | 异常检测/审计 | [26（OpenAlex）](https://openalex.org/W4409364385) | 2026-11-06T00:34:53+00:00 |
| 37 | [TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection](https://doi.org/10.1145/3690624.3709266) | 2025 · KDD 2025 | Research | 异常检测/审计 | [26（OpenAlex）](https://openalex.org/W4409157816) | 2026-11-06T00:34:53+00:00 |
| 38 | [SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting](https://doi.org/10.1109/icde60146.2024.00101) | 2024 · ICDE 2024 | 待核验具体赛道；OpenAlex primary venue is IEEE International Conference on Data Engineering (ICDE); conference DOI or publisher landing page | 时间序列预测 | [25（OpenAlex）](https://openalex.org/W4400910456) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 39 | [Unraveling the ‘Anomaly’ in Time Series Anomaly Detection: A Self-supervised Tri-domain Solution](https://doi.org/10.1109/icde60146.2024.00080) | 2024 · ICDE 2024 | 待核验具体赛道；OpenAlex primary venue is IEEE International Conference on Data Engineering (ICDE); conference DOI or publisher landing page | 异常检测/审计 | [25（OpenAlex）](https://openalex.org/W4400909847) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 40 | [GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality](https://ojs.aaai.org/index.php/AAAI/article/view/34096) | 2025 · AAAI 2025 | 具体赛道待核 | 异常检测/审计 | [25（OpenAlex）](https://openalex.org/W4409363728) | 2026-11-06T00:34:53+00:00 |
| 41 | [E2Usd: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series](https://doi.org/10.1145/3589334.3645593) | 2024 · WWW 2024 | 待核验具体赛道；OpenAlex primary venue is International World Wide Web Conference (WWW); conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [24（OpenAlex）](https://openalex.org/W4396735670) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 42 | [Learning Time-Aware Graph Structures for Spatially Correlated Time Series Forecasting](https://doi.org/10.1109/icde60146.2024.00338) | 2024 · ICDE 2024 | 待核验具体赛道；OpenAlex primary venue is IEEE International Conference on Data Engineering (ICDE); conference DOI or publisher landing page | 时间序列预测 | [23（OpenAlex）](https://openalex.org/W4400909833) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 43 | [Multivariate Time Series Anomaly Detection by Capturing Coarse-Grained Intra- and Inter-Variate Dependencies](https://doi.org/10.1145/3696410.3714941) | 2025 · WWW | 会议论文集条目，具体论文类别未核实 | 异常检测/审计 | [23（OpenAlex）](https://openalex.org/W4409671222) | 2026-11-06T00:35:00+00:00 |
| 44 | [An Interactive Dive into Time-Series Anomaly Detection](https://doi.org/10.1109/icde60146.2024.00409) | 2024 · ICDE 2024 | ICDE 2024 Tutorial（非研究主轨）；ICDE 2024 官方日程标注 Tutorial：https://icde2024.github.io/program.html | 异常检测/审计 | [22（OpenAlex）](https://openalex.org/W4399112995) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 45 | [Conformal Prediction Regions for Time Series Using Linear Complementarity Programming](https://doi.org/10.1609/aaai.v38i19.30089) | 2024 · AAAI 2024 | 待核验具体赛道；OpenAlex primary venue is Proceedings of the AAAI Conference on Artificial Intelligence; conference DOI or publisher landing page | 时间序列预测 | [22（OpenAlex）](https://openalex.org/W4393146905) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 46 | [MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/34155) | 2025 · AAAI 2025 | 具体赛道待核 | 分类/聚类 | [21（OpenAlex）](https://openalex.org/W4409363713) | 2026-11-06T00:35:00+00:00 |
| 47 | [Causality-Aware Spatiotemporal Graph Neural Networks for Spatiotemporal Time Series Imputation](https://doi.org/10.1145/3627673.3679642) | 2024 · CIKM 2024 | 待核验具体赛道；领域会议补充；OpenAlex primary venue is ACM International Conference on Information and Knowledge Management; ACM DOI | 缺失/不规则时序 | [20（OpenAlex）](https://openalex.org/W4392971690) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；精确逐篇时刻未单独记录 |
| 48 | [Soft Contrastive Learning for Time Series](https://proceedings.iclr.cc/paper_files/paper/2024/hash/ccc48eade8845cbc0b44384e8c49889a-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；官方 ICLR 2024 论文页；OpenAlex 同标题匹配，来源版本可能是预印本 | 时序相关（题名/摘要线索） | [20（OpenAlex）](https://openalex.org/W4390437161) | 2026-11-06T00:36:47.307608+00:00 |
| 49 | [CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching](https://proceedings.iclr.cc/paper_files/paper/2025/hash/2b25c39788e5cf11d3541de433ebf4c0-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 异常检测/审计 | [19（OpenAlex）](https://openalex.org/W4403577749)；预印本索引 | 2026-11-06T00:35:44+00:00 |
| 50 | [MSHTrans: Multi-Scale Hypergraph Transformer with Time-Series Decomposition for Temporal Anomaly Detection](https://doi.org/10.1145/3711896.3737057) | 2025 · KDD 2025 | Research | 异常检测/审计 | [18（OpenAlex）](https://openalex.org/W4412825842) | 2026-11-06T00:35:00+00:00 |
| 51 | [LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection](https://doi.org/10.1145/3589334.3645472) | 2024 · WWW 2024 | 待核验具体赛道；OpenAlex primary venue is International World Wide Web Conference (WWW); conference DOI or publisher landing page | 异常检测/审计 | [17（OpenAlex）](https://openalex.org/W4396735824) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 52 | [Cross-Domain Pre-training with Language Models for Transferable Time Series Representations](https://doi.org/10.1145/3701551.3703498) | 2025 · WSDM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 表征/预训练 | [17（OpenAlex）](https://openalex.org/W4407953590) | 2026-11-06T00:33:36+00:00 |
| 53 | [SSD-TS: Exploring the potential of linear state space models for diffusion models in time series imputation](https://doi.org/10.1145/3711896.3737135) | 2025 · KDD 2025 | Research | 缺失/不规则时序 | [17（OpenAlex）](https://openalex.org/W4412825811) | 2026-11-06T00:35:00+00:00 |
| 54 | [Can Multimodal LLMs Perform Time Series Anomaly Detection?](https://doi.org/10.1145/3774904.3792376) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 异常检测/审计 | [15（OpenAlex）](https://openalex.org/W4415186977) | 2026-11-06T00:34:18.922694+00:00 |
| 55 | [Spatio-temporal Heterogeneous Federated Learning for Time Series Classification with Multi-view Orthogonal Training](https://doi.org/10.1145/3664647.3680733) | 2024 · ACM MM 2024 | 待核验具体赛道；OpenAlex primary venue is ACM International Conference on Multimedia (ACM MM); conference DOI or publisher landing page | 分类/聚类 | [14（OpenAlex）](https://openalex.org/W4403791819) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 56 | [Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data](https://proceedings.iclr.cc/paper_files/paper/2024/hash/a61023ce36d21010f1423304f8ec49af-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；官方 ICLR 2024 论文页；OpenAlex 同标题匹配，来源版本可能是预印本 | 缺失/不规则时序 | [14（OpenAlex）](https://openalex.org/W4392181881) | 2026-11-06T00:36:31.462181+00:00 |
| 57 | [TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models](https://doi.org/10.1145/3746252.3761056) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 分类/聚类 | [13（OpenAlex）](https://openalex.org/W4416016825) | 2026-11-06T00:35:07+00:00 |
| 58 | [Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification](https://doi.org/10.1145/3696410.3714514) | 2025 · WWW | 会议论文集条目，具体论文类别未核实 | 分类/聚类 | [13（OpenAlex）](https://openalex.org/W4409657399) | 2026-11-06T00:35:07+00:00 |
| 59 | [Frequency-aware Generative Models for Multivariate Time Series Imputation](https://proceedings.neurips.cc/paper_files/paper/2024/hash/5e364212327fa3a59ae3595b025c469f-Abstract-Conference.html) | 2024 · NeurIPS 2024 | Main Conference Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 缺失/不规则时序 | [12（OpenAlex）](https://openalex.org/W4415797654) | 2026-11-06T00:36:49+00:00 |
| 60 | [FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification](https://doi.org/10.1145/3711896.3736969) | 2025 · KDD 2025 | Research | 分类/聚类 | [12（OpenAlex）](https://openalex.org/W4412876958) | 2026-11-06T00:35:07+00:00 |
| 61 | [M3-Net: A Cost-Effective Graph-Free MLP-Based Model for Traffic Prediction](https://doi.org/10.1145/3746252.3760815) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [12（OpenAlex）](https://openalex.org/W4416078649) | 2026-11-06T00:33:42+00:00 |
| 62 | [POND: Multi-Source Time Series Domain Adaptation with Information-Aware Prompt Tuning](https://doi.org/10.1145/3637528.3671721) | 2024 · KDD 2024 | 待核验具体赛道；OpenAlex primary venue is ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD); conference DOI or publisher landing page | 时序相关（题名/摘要线索） | [11（OpenAlex）](https://openalex.org/W4401863714) | OpenAlex 分批查询于 2026-11-06 00:33–00:34 UTC；各篇精确查询时刻未单独记录，原始查询日志可核查 |
| 63 | [TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning](https://proceedings.mlr.press/v235/chen24af.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | [11（OpenAlex）](https://openalex.org/W4396746593)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 64 | [FinCast: A Foundation Model for Financial Time-Series Forecasting](https://doi.org/10.1145/3746252.3761261) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [11（OpenAlex）](https://openalex.org/W4416016794) | 2026-11-06T00:35:17+00:00 |
| 65 | [InstrucTime: Advancing Time Series Classification with Multimodal Language Modeling](https://doi.org/10.1145/3701551.3703499) | 2025 · WSDM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 分类/聚类 | [11（OpenAlex）](https://openalex.org/W4407953581) | 2026-11-06T00:33:36+00:00 |
| 66 | [Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios](https://ojs.aaai.org/index.php/AAAI/article/view/33931) | 2025 · AAAI 2025 | 具体赛道待核 | 缺失/不规则时序 | [11（OpenAlex）](https://openalex.org/W4409347168) | 2026-11-06T00:35:17+00:00 |
| 67 | [TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation](https://doi.org/10.1145/3770854.3780218) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 时间序列预测 | [11（OpenAlex）](https://openalex.org/W7171958753) | 2026-11-06T00:33:51.898855+00:00 |
| 68 | [Can LLMs Understand Time Series Anomalies?](https://proceedings.iclr.cc/paper_files/paper/2025/hash/05774fb74e863308c4b460c9f49f6918-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 异常检测/审计 | [10（OpenAlex）](https://openalex.org/W4403346264)；预印本索引 | 2026-11-06T00:35:44+00:00 |
| 69 | [CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling](https://papers.nips.cc/paper_files/paper/2025/hash/c9658e8c20879632cb1cfca91d80ceb7-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 异常检测/审计 | [10（OpenAlex）](https://openalex.org/W4415270560) | 2026-11-06T00:35:26+00:00 |
| 70 | [GEM: Empowering MLLM for Grounded ECG Understanding with Time Series and Images](https://papers.nips.cc/paper_files/paper/2025/hash/8798321486948322be2b4d658744ba72-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 时序相关（题名/摘要线索） | [10（OpenAlex）](https://openalex.org/W7196999730) | 2026-11-06T00:35:26+00:00 |
| 71 | [SPACETIME: Causal Discovery from Non-Stationary Time Series](https://ojs.aaai.org/index.php/AAAI/article/view/34136) | 2025 · AAAI 2025 | 具体赛道待核 | 因果/解释 | [10（OpenAlex）](https://openalex.org/W4409363708) | 2026-11-06T00:35:17+00:00 |
| 72 | [AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data](https://doi.org/10.14778/3681954.3681978) | 2024 · VLDB 2024 (PVLDB 17(11), 2024) | 具体赛道待核 | 异常检测/审计 | [27（Crossref）](https://api.crossref.org/works?query.bibliographic=AutoTSAD%3A+Unsupervised+Holistic+Anomaly+Detection+for+Time+Series+Data&rows=4&select=DOI%2Ctitle%2Cis-referenced-by-count%2Cpublished%2Ccontainer-title%2CURL%2Ctype%2Cauthor%2Cevent) | 2026-11-06T00:38:42+00:00 |
| 73 | [STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts](https://doi.org/10.1145/3637528.3671680) | 2024 · KDD 2024 研究赛道 | 具体赛道待核 | 时序相关（题名/摘要线索） | [25（Crossref）](https://api.crossref.org/works?query.bibliographic=STONE%3A+A+Spatio-temporal+OOD+Learning+Framework+Kills+Both+Spatial+and+Temporal+Shifts&rows=4&select=DOI%2Ctitle%2Cis-referenced-by-count%2Cpublished%2Ccontainer-title%2CURL%2Ctype%2Cauthor%2Cevent) | 2026-11-06T00:38:55+00:00 |
| 74 | [Time-MQA: Time Series Multi-Task Question Answering with Context Enhancement](https://aclanthology.org/2025.acl-long.1437/) | 2025 · ACL 2025 | acl-long | 时序相关（题名/摘要线索） | [12（Crossref）](https://api.crossref.org/works/10.18653/v1/2025.acl-long.1437) | 2026-11-06T00:39:46+00:00 |
| 75 | [Context-Alignment: Activating and Enhancing LLMs Capabilities in Time Series](https://proceedings.iclr.cc/paper_files/paper/2025/hash/e1de63ec74f40d3234c4e053f3528e18-Abstract-Conference.html) | 2025 · ICLR 2025 主会 | 具体赛道待核 | 时序相关（题名/摘要线索） | [9（OpenAlex）](https://openalex.org/W4406191768)；预印本索引 | 2026-11-06T00:33:48+00:00 |
| 76 | [Language in the Flow of Time: Time-Series-Paired Texts Weaved into a Unified Temporal Narrative](https://proceedings.iclr.cc/paper_files/paper/2026/hash/29de5722d7d2a6946c08d0c0162a1c71-Abstract-Conference.html) | 2026 · ICLR 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [9（OpenAlex）](https://openalex.org/W4407571440)；预印本索引 | 2026-11-06T00:35:57+00:00 |
| 77 | [Mask the Redundancy: Evolving Masking Representation Learning for Multivariate Time-Series Clustering](https://ojs.aaai.org/index.php/AAAI/article/view/39777) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [9（OpenAlex）](https://openalex.org/W7137967802) | 2026-11-06T00:34:08.044160+00:00 |
| 78 | [Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/33875) | 2025 · AAAI 2025 | 具体赛道待核 | 分类/聚类 | [8（OpenAlex）](https://openalex.org/W4409364333) | 2026-11-06T00:35:36+00:00 |
| 79 | [DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis](https://ojs.aaai.org/index.php/AAAI/article/view/34173) | 2025 · AAAI 2025 | 具体赛道待核 | 缺失/不规则时序 | [8（OpenAlex）](https://openalex.org/W4409363686) | 2026-11-06T00:35:36+00:00 |
| 80 | [Understanding Why Large Language Models Can Be Ineffective in Time Series Analysis: The Impact of Modality Alignment](https://doi.org/10.1145/3711896.3737169) | 2025 · KDD 2025 | Research | 时序相关（题名/摘要线索） | [8（OpenAlex）](https://openalex.org/W4412876858) | 2026-11-06T00:35:36+00:00 |
| 81 | [FreDN: Spectral Disentanglement for Time Series Forecasting via Learnable Frequency Decomposition](https://ojs.aaai.org/index.php/AAAI/article/view/39042) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [8（OpenAlex）](https://openalex.org/W7137939848) | 2026-11-06T00:34:08.044305+00:00 |
| 82 | [Dataset Condensation for Time Series Classification via Dual Domain Matching](https://doi.org/10.1145/3637528.3671675) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | [7（OpenAlex）](https://openalex.org/W4401857379) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 83 | [Dynamic Multi-Network Mining of Tensor Time Series](https://doi.org/10.1145/3589334.3645461) | 2024 · WWW | 会议论文集条目，具体论文类别未核实；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [7（OpenAlex）](https://openalex.org/W4396758754) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 84 | [Mining of Switching Sparse Networks for Missing Value Imputation in Multivariate Time Series](https://doi.org/10.1145/3637528.3671760) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 缺失/不规则时序 | [7（OpenAlex）](https://openalex.org/W4401863431) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 85 | [Towards Enhancing Time Series Contrastive Learning: A Dynamic Bad Pair Mining Approach](https://proceedings.iclr.cc/paper_files/paper/2024/hash/2b04d138128b76c33e30ef73b771d0f4-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [7（OpenAlex）](https://openalex.org/W4319653720) | 2026-11-06T00:36:12.858343+00:00 |
| 86 | [EMAformer: Enhancing Transformer Through Embedding Armor for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/40095) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [7（OpenAlex）](https://openalex.org/W7138134861) | 2026-11-06T00:34:08.044411+00:00 |
| 87 | [Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing](https://ojs.aaai.org/index.php/AAAI/article/view/39585) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [7（OpenAlex）](https://openalex.org/W7138212736) | 2026-11-06T00:34:18.922951+00:00 |
| 88 | [XLinear: A Lightweight and Accurate MLP-Based Model for Long-Term Time Series Forecasting with Exogenous Inputs](https://ojs.aaai.org/index.php/AAAI/article/view/39121) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [7（OpenAlex）](https://openalex.org/W7138101317) | 2026-11-06T00:34:18.922831+00:00 |
| 89 | [BayOTIDE: Bayesian Online Multivariate Time Series Imputation with Functional Decomposition](https://proceedings.mlr.press/v235/fang24d.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 缺失/不规则时序 | [6（OpenAlex）](https://openalex.org/W4386302261)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 90 | [Learning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data](https://doi.org/10.1145/3637528.3672023) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 因果/解释 | [6（OpenAlex）](https://openalex.org/W4399794188) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 91 | [ReCTSi: Resource-efficient Correlated Time Series Imputation via Decoupled Pattern Learning and Completeness-aware Attentions](https://doi.org/10.1145/3637528.3671816) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 缺失/不规则时序 | [6（OpenAlex）](https://openalex.org/W4401863520) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 92 | [Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels](https://doi.org/10.1145/3690624.3709257) | 2025 · KDD 2025 | Research | 异常检测/审计 | [6（OpenAlex）](https://openalex.org/W4406745385) | 2026-11-06T00:33:30+00:00 |
| 93 | [Robust and Explainable Detector of Time Series Anomaly via Augmenting Multiclass Pseudo-Anomalies](https://doi.org/10.1145/3711896.3737110) | 2025 · KDD 2025 | Research | 异常检测/审计 | [6（OpenAlex）](https://openalex.org/W4412876985) | 2026-11-06T00:33:30+00:00 |
| 94 | [TAIL-MIL: Time-Aware and Instance-Learnable Multiple Instance Learning for Multivariate Time Series Anomaly Detection](https://ojs.aaai.org/index.php/AAAI/article/view/33933) | 2025 · AAAI 2025 | 具体赛道待核 | 异常检测/审计 | [6（OpenAlex）](https://openalex.org/W4409364218) | 2026-11-06T00:33:30+00:00 |
| 95 | [DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition](https://ojs.aaai.org/index.php/AAAI/article/view/36990) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时序相关（题名/摘要线索） | [6（OpenAlex）](https://openalex.org/W7138573253) | 2026-11-06T00:34:08.044748+00:00 |
| 96 | [Goal-Oriented Time-Series Forecasting: Foundation Framework Design](https://ojs.aaai.org/index.php/AAAI/article/view/39249) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [6（OpenAlex）](https://openalex.org/W7138003128) | 2026-11-06T00:34:08.044625+00:00 |
| 97 | [M2FMoE: Multi-Resolution Multi-View Frequency Mixture-of-Experts for Extreme-Adaptive Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39362) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [6（OpenAlex）](https://openalex.org/W7137866303) | 2026-11-06T00:34:08.044550+00:00 |
| 98 | [TSPulse: Tiny Pre-Trained Models with Disentangled Representations for Rapid Time-Series Analysis](https://proceedings.iclr.cc/paper_files/paper/2026/hash/6572721b15834cb37599abec23b5784f-Abstract-Conference.html) | 2026 · ICLR 2026 | 具体赛道待核 | 表征/预训练 | [6（OpenAlex）](https://openalex.org/W4417287008)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 99 | [TimeX++: Learning Time-Series Explanations with Information Bottleneck](https://proceedings.mlr.press/v235/liu24bl.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [5（OpenAlex）](https://openalex.org/W4396987260)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 100 | [BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting](https://doi.org/10.1145/3746252.3761278) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [5（OpenAlex）](https://openalex.org/W4416017018) | 2026-11-06T00:33:36+00:00 |
| 101 | [Enhancing Masked Time-Series Modeling via Dropping Patches](https://ojs.aaai.org/index.php/AAAI/article/view/34211) | 2025 · AAAI 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [5（OpenAlex）](https://openalex.org/W4409347540) | 2026-11-06T00:33:30+00:00 |
| 102 | [InfoMAE: Pair-Efficient Cross-Modal Alignment for Multimodal Time-Series Sensing Signals](https://doi.org/10.1145/3696410.3714853) | 2025 · WWW | 会议论文集条目，具体论文类别未核实 | 时序相关（题名/摘要线索） | [5（OpenAlex）](https://openalex.org/W4410089637) | 2026-11-06T00:33:30+00:00 |
| 103 | [Integrating Sequence and Image Modeling in Irregular Medical Time Series Through Self-Supervised Learning](https://ojs.aaai.org/index.php/AAAI/article/view/33737) | 2025 · AAAI 2025 | 具体赛道待核 | 缺失/不规则时序 | [5（OpenAlex）](https://openalex.org/W4409347090) | 2026-11-06T00:33:30+00:00 |
| 104 | [ITFormer: Bridging Time Series and Natural Language for Multi-Modal QA with Large-Scale Multitask Dataset](https://proceedings.mlr.press/v267/wang25av.html) | 2025 · ICML 2025 | 具体赛道待核 | 基准/综述/评价 | [5（OpenAlex）](https://openalex.org/W4414988484)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 105 | [Motif-aware Graph Neural Networks for Networked Time Series Imputation](https://ojs.aaai.org/index.php/AAAI/article/view/33241) | 2025 · AAAI 2025 | 具体赛道待核 | 缺失/不规则时序 | [5（OpenAlex）](https://openalex.org/W4409365091) | 2026-11-06T00:33:30+00:00 |
| 106 | [Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders](https://proceedings.iclr.cc/paper_files/paper/2025/hash/ca7998666c2e53cc1e882b7268414d8a-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 异常检测/审计 | [5（OpenAlex）](https://openalex.org/W4399062182)；预印本索引 | 2026-11-06T00:36:01+00:00 |
| 107 | [OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39601) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [5（OpenAlex）](https://openalex.org/W7138387188) | 2026-11-06T00:34:08.044832+00:00 |
| 108 | [S^2-KD: Semantic-Spectral Knowledge Distillation Spatiotemporal Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/37091) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [5（OpenAlex）](https://openalex.org/W7137844312) | 2026-11-06T00:34:18.923028+00:00 |
| 109 | [TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding](https://ojs.aaai.org/index.php/AAAI/article/view/39218) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [5（OpenAlex）](https://openalex.org/W7138328181) | 2026-11-06T00:34:18.923182+00:00 |
| 110 | [Abstracted Shapes as Tokens - A Generalizable and Interpretable Model for Time-series Classification](https://proceedings.neurips.cc/paper_files/paper/2024/hash/a7c57c8942b7d2adba1ac615ba0e60b9-Abstract-Conference.html) | 2024 · NeurIPS 2024 | Main Conference Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | [4（OpenAlex）](https://openalex.org/W4415796440) | 2026-11-06T00:36:49+00:00 |
| 111 | [Efficient Discovery of Time Series Motifs under both Length Differences and Warping](https://doi.org/10.1145/3637528.3671726) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [4（OpenAlex）](https://openalex.org/W4401863712) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 112 | [Knowledge-Empowered Dynamic Graph Network for Irregularly Sampled Medical Time Series](https://proceedings.neurips.cc/paper_files/paper/2024/hash/7c04aea54c2a60a632a47bd451cd2849-Abstract-Conference.html) | 2024 · NeurIPS 2024 | Main Conference Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 缺失/不规则时序 | [4（OpenAlex）](https://openalex.org/W4415797295) | 2026-11-06T00:36:49+00:00 |
| 113 | [Orthogonality Matters: Invariant Time Series Representation for Out-of-distribution Classification](https://doi.org/10.1145/3637528.3671768) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | [4（OpenAlex）](https://openalex.org/W4401863343) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 114 | [Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?](https://proceedings.mlr.press/v235/sarfraz24a.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 异常检测/审计 | [4（OpenAlex）](https://openalex.org/W4396717786)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 115 | [EAPformer: Entropy-Aware Patch Transformer for Multivariate Long-Term Time Series Forecasting](https://doi.org/10.1145/3746252.3761055) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [4（OpenAlex）](https://openalex.org/W4416016773) | 2026-11-06T00:33:36+00:00 |
| 116 | [Learning Reliable and Intuitive Temporal Logic Rules for Interpretable Time Series Classification](https://doi.org/10.1145/3711896.3737022) | 2025 · KDD 2025 | Research | 分类/聚类 | [4（OpenAlex）](https://openalex.org/W4412877009) | 2026-11-06T00:33:30+00:00 |
| 117 | [Mixture-of-KAN for Multivariate Time Series Forecasting](https://doi.org/10.1145/3746252.3760836) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [4（OpenAlex）](https://openalex.org/W4416078608) | 2026-11-06T00:33:36+00:00 |
| 118 | [TarDiff: Target-Oriented Diffusion Guidance for Synthetic Electronic Health Record Time Series Generation](https://doi.org/10.1145/3711896.3737147) | 2025 · KDD 2025 | Research | 生成/合成 | [4（OpenAlex）](https://openalex.org/W4412825785) | 2026-11-06T00:33:30+00:00 |
| 119 | [TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation](https://proceedings.iclr.cc/paper_files/paper/2025/hash/58b9a640af6d69781e90969d936e87ce-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [4（OpenAlex）](https://openalex.org/W4414565416)；预印本索引 | 2026-11-06T00:35:44+00:00 |
| 120 | [Harnessing Vision-Language Models for Time Series Anomaly Detection](https://ojs.aaai.org/index.php/AAAI/article/view/39319) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 异常检测/审计 | [4（OpenAlex）](https://openalex.org/W7138180034) | 2026-11-06T00:34:08.044902+00:00 |
| 121 | [TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis](https://proceedings.mlr.press/v306/feng26s.html) | 2026 · ICML 2026 | 具体赛道待核 | 基准/综述/评价 | [4（OpenAlex）](https://openalex.org/W4414981058)；预印本索引 | 2026-11-06T00:36:15+00:00 |
| 122 | [TemporalBench: A Benchmark for Evaluating LLM-Based Agents on Contextual and Event-Informed Time Series Tasks](https://doi.org/10.1145/3770855.3817485) | 2026 · KDD 2026 | Datasets and Benchmarks；KDD 官方会议论文列表及 ACM DOI | 基准/综述/评价 | [4（OpenAlex）](https://openalex.org/W7196952754) | 2026-11-06T00:33:51.899017+00:00 |
| 123 | [Time series saliency maps: Explaining models across multiple domains](https://proceedings.mlr.press/v306/kechris26a.html) | 2026 · ICML 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [4（OpenAlex）](https://openalex.org/W4414786515)；预印本索引 | 2026-11-06T00:36:21+00:00 |
| 124 | [Building Timeseries Dataset: Empowering Large-Scale Building Analytics](https://proceedings.neurips.cc/paper_files/paper/2024/hash/f0430903a14db90e5ce96f101902d6d7-Abstract-Datasets_and_Benchmarks_Track.html) | 2024 · NeurIPS 2024 | Datasets and Benchmarks Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 基准/综述/评价 | [3（OpenAlex）](https://openalex.org/W4415800719) | 2026-11-06T00:36:49+00:00 |
| 125 | [CAFO: Feature-Centric Explanation on Time Series Classification](https://doi.org/10.1145/3637528.3671724) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | [3（OpenAlex）](https://openalex.org/W4399406087) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 126 | [Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification](https://proceedings.neurips.cc/paper_files/paper/2024/hash/c6b96bf6380bd81bbfbce5db0e054a41-Abstract-Conference.html) | 2024 · NeurIPS 2024 | Main Conference Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | [3（OpenAlex）](https://openalex.org/W4415795859) | 2026-11-06T00:36:49+00:00 |
| 127 | [Discovering Mixtures of Structural Causal Models from Time Series Data](https://proceedings.mlr.press/v235/varambally24a.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 因果/解释 | [3（OpenAlex）](https://openalex.org/W4387560993)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 128 | [Explaining Time Series via Contrastive and Locally Sparse Perturbations](https://proceedings.iclr.cc/paper_files/paper/2024/hash/bd9b0b6ffab928b68c2b126d50f26381-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [3（OpenAlex）](https://openalex.org/W4390963151) | 2026-11-06T00:36:39.261182+00:00 |
| 129 | [REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning](https://proceedings.iclr.cc/paper_files/paper/2024/hash/439bf902de1807088d8b731ca20b0777-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [3（OpenAlex）](https://openalex.org/W4388276071) | 2026-11-06T00:36:19.408409+00:00 |
| 130 | [Semi-Supervised Learning for Time Series Collected at a Low Sampling Rate](https://doi.org/10.1145/3637528.3672033) | 2024 · KDD 2024 | Research；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [3（OpenAlex）](https://openalex.org/W4401863836) | OpenAlex 分批查询于 2026-11-06 00:33–00:37 UTC；未知项包含查询未完成或受限，不作零处理 |
| 131 | [Language Pre-training Guided Masking Representation Learning for Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/33377) | 2025 · AAAI 2025 | 具体赛道待核 | 分类/聚类 | [3（OpenAlex）](https://openalex.org/W4409364793) | 2026-11-06T00:33:30+00:00 |
| 132 | [Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data](https://proceedings.iclr.cc/paper_files/paper/2025/hash/d4c961804d08e55d898cce944206d455-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [3（OpenAlex）](https://openalex.org/W4403964235)；预印本索引 | 2026-11-06T00:36:05+00:00 |
| 133 | [Learning Soft Sparse Shapes for Efficient Time-Series Classification](https://proceedings.mlr.press/v267/liu25ar.html) | 2025 · ICML 2025 | 具体赛道待核 | 分类/聚类 | [3（OpenAlex）](https://openalex.org/W4417515021)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 134 | [Real-E: A Foundation Benchmark for Advancing Robust and Generalizable Electricity Forecasting](https://doi.org/10.1145/3746252.3761637) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 基准/综述/评价 | [3（OpenAlex）](https://openalex.org/W4414755708) | 2026-11-06T00:33:42+00:00 |
| 135 | [ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting](https://doi.org/10.1145/3746252.3761085) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [3（OpenAlex）](https://openalex.org/W4416078512) | 2026-11-06T00:33:36+00:00 |
| 136 | [TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation](https://proceedings.mlr.press/v267/jang25a.html) | 2025 · ICML 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [3（OpenAlex）](https://openalex.org/W4416136194)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 137 | [A Unified Shape-Aware Foundation Model for Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/39574) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [3（OpenAlex）](https://openalex.org/W7138373915) | 2026-11-06T00:34:00.749131+00:00 |
| 138 | [EEO-TFV: Escape-Explore Optimizer for Web-Scale Time-Series Forecasting and Vision Analysis](https://doi.org/10.1145/3774904.3792434) | 2026 · WWW | 会议论文集条目，具体论文类别未核实；通用优化器，时序预测是其一项任务 | 通用优化/时序预测 | [3（OpenAlex）](https://openalex.org/W7155803848) | 2026-11-06T00:34:18.923389+00:00 |
| 139 | [From Causal Discovery to Dynamic Causal Inference in Neural Time Series](https://doi.org/10.1145/3770855.3818956) | 2026 · KDD 2026 | AI for Sciences；KDD 官方会议论文列表及 ACM DOI | 因果/解释 | [3（OpenAlex）](https://openalex.org/W7162785067) | 2026-11-06T00:34:00.749224+00:00 |
| 140 | [From Tokenizer Bias to Backbone Capability: A Controlled Study of LLMs for Time Series Forecasting](https://doi.org/10.1145/3770854.3780318) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 时间序列预测 | [3（OpenAlex）](https://openalex.org/W4415153653) | 2026-11-06T00:33:51.899132+00:00 |
| 141 | [HyperD: Hybrid Periodicity Decoupling Framework for Traffic Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/38599) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [3（OpenAlex）](https://openalex.org/W7138637845) | 2026-11-06T00:34:08.045220+00:00 |
| 142 | [MedSpaformer: A Transferable Transformer with Multi-Granularity Token Sparsification for Medical Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/40001) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [3（OpenAlex）](https://openalex.org/W7138138952) | 2026-11-06T00:34:08.045148+00:00 |
| 143 | [Optimal Look-back Horizon for Time Series Forecasting in Federated Learning](https://ojs.aaai.org/index.php/AAAI/article/view/39781) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [3（OpenAlex）](https://openalex.org/W7138041960) | 2026-11-06T00:34:08.044981+00:00 |
| 144 | [T3Time: Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion](https://ojs.aaai.org/index.php/AAAI/article/view/39196) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [3（OpenAlex）](https://openalex.org/W7138586013) | 2026-11-06T00:34:18.923286+00:00 |
| 145 | [TimeSAE: Causal Sparse Decoding for Faithful Explanations of Black-Box Time Series Models](https://proceedings.mlr.press/v306/oublal26a.html) | 2026 · ICML 2026 | 具体赛道待核 | 因果/解释 | [3（OpenAlex）](https://openalex.org/W7124457873)；预印本索引 | 2026-11-06T00:36:27+00:00 |
| 146 | [AdaPatch: Adaptive Patch-Level Modeling for Non-Stationary Time Series Forecasting](https://doi.org/10.1145/3746252.3761360) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W4416016524) | 2026-11-06T00:33:36+00:00 |
| 147 | [AutoDW-TS: Automated Data Wrangling for Time-Series Data](https://doi.org/10.1145/3746252.3761524) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W4416017949) | 2026-11-06T00:33:36+00:00 |
| 148 | [Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly Detection](https://proceedings.mlr.press/v267/kim25aa.html) | 2025 · ICML 2025 | 具体赛道待核 | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4416074502)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 149 | [Decoder-only Pre-training Enhancement for Spatio-temporal Traffic Forecasting](https://doi.org/10.1145/3746252.3761432) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W4416017876) | 2026-11-06T00:33:36+00:00 |
| 150 | [Enhancing Microservices Anomaly Detection via Multimodal Data Fusion in the Wavelet Domain and Spatiotemporal Graph-based Diffusion Probabilistic Model](https://doi.org/10.1145/3711896.3736938) | 2025 · KDD 2025 | Research | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4412826019) | 2026-11-06T00:33:42+00:00 |
| 151 | [Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment](https://ojs.aaai.org/index.php/AAAI/article/view/33863) | 2025 · AAAI 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W4409364272) | 2026-11-06T00:33:30+00:00 |
| 152 | [Frequency-Conditioned Diffusion Models for Time Series Generation](https://doi.org/10.1145/3746252.3761050) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 生成/合成 | [2（OpenAlex）](https://openalex.org/W4416016987) | 2026-11-06T00:33:36+00:00 |
| 153 | [Loss or Gain: Hierarchical Conditional Information Bottleneck Approach for Incomplete Time Series Classification](https://doi.org/10.1145/3711896.3737033) | 2025 · KDD 2025 | Research | 分类/聚类 | [2（OpenAlex）](https://openalex.org/W4412876942) | 2026-11-06T00:33:30+00:00 |
| 154 | [Mixture of Online and Offline Experts for Non-Stationary Time Series](https://ojs.aaai.org/index.php/AAAI/article/view/34448) | 2025 · AAAI 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W4409363388) | 2026-11-06T00:33:30+00:00 |
| 155 | [MTM: A Multi-Scale Token Mixing Transformer for Irregular Multivariate Time Series Classification](https://doi.org/10.1145/3711896.3737058) | 2025 · KDD 2025 | Research | 缺失/不规则时序 | [2（OpenAlex）](https://openalex.org/W4412876833) | 2026-11-06T00:33:30+00:00 |
| 156 | [Neural Temporal Point Processes for Forecasting Directional Relations in Evolving Hypergraphs](https://ojs.aaai.org/index.php/AAAI/article/view/33856) | 2025 · AAAI 2025 | 具体赛道待核 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W4409347100) | 2026-11-06T00:33:36+00:00 |
| 157 | [PromptTSS: A Prompting-Based Approach for Interactive Multi-Granularity Time Series Segmentation](https://doi.org/10.1145/3746252.3761142) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W4416017581) | 2026-11-06T00:33:36+00:00 |
| 158 | [Prospective Multi-Graph Cohesion for Multivariate Time Series Anomaly Detection](https://doi.org/10.1145/3701551.3703494) | 2025 · WSDM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4407953083) | 2026-11-06T00:33:36+00:00 |
| 159 | [Sampling-guided Heterogeneous Graph Neural Network with Temporal Smoothing for Scalable Longitudinal Data Imputation](https://doi.org/10.1145/3711896.3737116) | 2025 · KDD 2025 | Research | 缺失/不规则时序 | [2（OpenAlex）](https://openalex.org/W4412876973) | 2026-11-06T00:33:42+00:00 |
| 160 | [ScatterAD: Temporal-Topological Scattering Mechanism for Time Series Anomaly Detection](https://papers.nips.cc/paper_files/paper/2025/hash/4b52b3c50110fc10f6a1a86055682ea2-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4415336608) | 2026-11-06T00:36:49+00:00 |
| 161 | [Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection](https://papers.nips.cc/paper_files/paper/2025/hash/5565ab682d6c7f8d9da34ba0919974b0-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4415954333) | 2026-11-06T00:36:49+00:00 |
| 162 | [TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning](https://proceedings.mlr.press/v267/shapira-weber25a.html) | 2025 · ICML 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W4416611721)；预印本索引 | 2026-11-06T00:36:08+00:00 |
| 163 | [WDformer: A Wavelet-based Differential Transformer Model for Time Series Forecasting](https://doi.org/10.1145/3746252.3761348) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W4416016582) | 2026-11-06T00:33:36+00:00 |
| 164 | [AnchorMoE: Interpretable Time Series Classification via Anchor-Routed MoE](https://doi.org/10.1145/3770855.3817786) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 分类/聚类 | [2（OpenAlex）](https://openalex.org/W7196983312) | 2026-11-06T00:33:51.899527+00:00 |
| 165 | [CANDI: Curated Test-Time Adaptation for Multivariate Time-Series Anomaly Detection Under Distribution Shift](https://ojs.aaai.org/index.php/AAAI/article/view/38524) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W7138372269) | 2026-11-06T00:34:00.749370+00:00 |
| 166 | [Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series](https://proceedings.mlr.press/v306/murad26a.html) | 2026 · ICML 2026 | 具体赛道待核 | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4414888745)；预印本索引 | 2026-11-06T00:36:27+00:00 |
| 167 | [DeepBooTS: Dual-Stream Residual Boosting for Drift-Resilient Time-Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39509) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7138323440) | 2026-11-06T00:34:08.045588+00:00 |
| 168 | [Dynamic Semantic Tokenization for Time Series via Elastic Sampling on Physics-aware Perception](https://ojs.aaai.org/index.php/AAAI/article/view/39517) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W7137920929) | 2026-11-06T00:34:08.045329+00:00 |
| 169 | [Enhancing Large Language Models for Time-Series Forecasting via Vector-Injected In-Context Learning](https://doi.org/10.1145/3774904.3792374) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7152548372) | 2026-11-06T00:34:18.924103+00:00 |
| 170 | [Finding Time Series Anomalies Using Granular-Ball Vector Data Description](https://ojs.aaai.org/index.php/AAAI/article/view/39722) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W7137951060) | 2026-11-06T00:34:08.045404+00:00 |
| 171 | [FreqCycle: A Multi-Scale Time-Frequency Analysis Method for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/40042) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7138161840) | 2026-11-06T00:34:08.045493+00:00 |
| 172 | [Generalising Traffic Forecasting to Regions Without Traffic Observations](https://ojs.aaai.org/index.php/AAAI/article/view/38607) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7138392442) | 2026-11-06T00:34:08.045667+00:00 |
| 173 | [Incident-Guided Spatiotemporal Traffic Forecasting](https://doi.org/10.1145/3770854.3780215) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7171968940) | 2026-11-06T00:33:51.899444+00:00 |
| 174 | [Integrating Weather Foundation Model and Satellite to Enable Fine-Grained Solar Irradiance Forecasting](https://doi.org/10.1145/3770855.3818436) | 2026 · KDD 2026 | Applied Data Science；KDD 官方会议论文列表及 ACM DOI | 天气/气候 | [2（OpenAlex）](https://openalex.org/W7197043380) | 2026-11-06T00:34:00.749504+00:00 |
| 175 | [Multi-Source Information Driven Spatio-Temporal Hypergraph Learning for Traffic Forecasting](https://doi.org/10.1145/3774904.3792119) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7152648163) | 2026-11-06T00:34:25.445573+00:00 |
| 176 | [Position: A Dynamical Systems Perspective is Needed to Advance Time Series Modeling](https://proceedings.mlr.press/v306/durstewitz26a.html) | 2026 · ICML 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W7130710347)；预印本索引 | 2026-11-06T00:36:41+00:00 |
| 177 | [Role Hypergraph Contrastive Learning for Multivariate Time-Series Analysis](https://ojs.aaai.org/index.php/AAAI/article/view/39965) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W7137941505) | 2026-11-06T00:34:18.923658+00:00 |
| 178 | [Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39736) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7138102800) | 2026-11-06T00:34:18.923910+00:00 |
| 179 | [ST-VLM: A Spatial-to-Image Multimodal Spatial-Temporal Prediction Framework with Vision-Language Model](https://ojs.aaai.org/index.php/AAAI/article/view/38683) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7137848902) | 2026-11-06T00:34:18.923581+00:00 |
| 180 | [StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars](https://proceedings.mlr.press/v306/li26t.html) | 2026 · ICML 2026 | 具体赛道待核 | 基准/综述/评价 | [2（OpenAlex）](https://openalex.org/W4414982504)；预印本索引 | 2026-11-06T00:36:21+00:00 |
| 181 | [State-Derivative-Aware Neural Controlled Differential Equations for Multivariate Time Series Anomaly Detection and Diagnosis](https://ojs.aaai.org/index.php/AAAI/article/view/39770) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W7138085240) | 2026-11-06T00:34:18.923822+00:00 |
| 182 | [Time Series Forecasting via Direct Per-Step Probability Distribution Modeling](https://ojs.aaai.org/index.php/AAAI/article/view/39426) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7138310974) | 2026-11-06T00:34:18.923992+00:00 |
| 183 | [TimeBridge: Better Diffusion Prior Design with Bridge Models for Time Series Generation](https://doi.org/10.1145/3770854.3780195) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 生成/合成 | [2（OpenAlex）](https://openalex.org/W7171963128) | 2026-11-06T00:33:51.899389+00:00 |
| 184 | [VisionST: Coordinating Cross-modal Traffic Prediction with Interactive Geo-image Encoding](https://doi.org/10.1145/3774904.3792447) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 时间序列预测 | [2（OpenAlex）](https://openalex.org/W7156038892) | 2026-11-06T00:34:25.445650+00:00 |
| 185 | [ViTs: Teaching Machines to See Time Series Anomalies Like Human Experts](https://doi.org/10.1145/3774904.3792323) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 异常检测/审计 | [2（OpenAlex）](https://openalex.org/W4414972190) | 2026-11-06T00:34:18.923468+00:00 |
| 186 | [Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis](https://proceedings.mlr.press/v306/fu26n.html) | 2026 · ICML 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [2（OpenAlex）](https://openalex.org/W7167265752)；预印本索引 | 2026-11-06T00:36:15+00:00 |
| 187 | [SARAD: Spatial Association-Aware Anomaly Detection and Diagnosis for Multivariate Time Series](https://proceedings.neurips.cc/paper_files/paper/2024/hash/56ad264ac7448239145606cf4106042f-Abstract-Conference.html) | 2024 · NeurIPS 2024 | Main Conference Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 异常检测/审计 | [1（OpenAlex）](https://openalex.org/W7127950683) | 2026-11-06T00:36:49+00:00 |
| 188 | [Bi-Modal Learning for Networked Time Series](https://doi.org/10.1145/3711896.3736856) | 2025 · KDD 2025 | Research | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4412877199) | 2026-11-06T00:33:30+00:00 |
| 189 | [Bidirectional Temporal-Aware Modeling with Multi-Scale Mixture-of-Experts for Multivariate Time Series Forecasting](https://doi.org/10.1145/3746252.3761273) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416017013) | 2026-11-06T00:33:36+00:00 |
| 190 | [Causal Discovery from Conditionally Stationary Time Series](https://proceedings.mlr.press/v267/balsells-rodas25a.html) | 2025 · ICML 2025 | 具体赛道待核 | 因果/解释 | [1（OpenAlex）](https://openalex.org/W3205402182)；预印本索引 | 2026-11-06T00:36:29+00:00 |
| 191 | [Compositional simulation-based inference for time series](https://proceedings.iclr.cc/paper_files/paper/2025/hash/aa539a128dc8653408dab242f6042c84-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4404403683)；预印本索引 | 2026-11-06T00:35:55+00:00 |
| 192 | [DANet: A RAG-inspired Dual Attention Model for Few-shot Time Series Prediction](https://doi.org/10.1145/3746252.3761012) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416016966) | 2026-11-06T00:33:36+00:00 |
| 193 | [Diffusion-Guided Diversity for Single Domain Generalization in Time Series Classification](https://doi.org/10.1145/3711896.3736909) | 2025 · KDD 2025 | Research | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W4412876863) | 2026-11-06T00:33:30+00:00 |
| 194 | [Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement](https://proceedings.iclr.cc/paper_files/paper/2025/hash/e1fcd183ab33714a8464e4e9a20ac710-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4403882437)；预印本索引 | 2026-11-06T00:36:10+00:00 |
| 195 | [Extracting Global Temporal Patterns Within Short Look-Back Windows for Traffic Forecasting](https://doi.org/10.1145/3746252.3761212) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416016017) | 2026-11-06T00:33:42+00:00 |
| 196 | [FIC-TSC: Learning Time Series Classification with Fisher Information Constraint](https://proceedings.mlr.press/v267/chen25cq.html) | 2025 · ICML 2025 | 具体赛道待核 | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W4417086185)；预印本索引 | 2026-11-06T00:36:45+00:00 |
| 197 | [FRT: Flow-based Reconcile Transformer for Hierarchical Time Series](https://doi.org/10.1145/3711896.3737224) | 2025 · KDD 2025 | Applied Data Science | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4412877071) | 2026-11-06T00:33:30+00:00 |
| 198 | [Fully Quanvolutional Networks for Time Series Classification](https://doi.org/10.1145/3711896.3736972) | 2025 · KDD 2025 | Research | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W4412877214) | 2026-11-06T00:33:30+00:00 |
| 199 | [Generalized Discords for Time Series Anomaly Detection with Flexible Subsequence Lengths](https://doi.org/10.1145/3711896.3736977) | 2025 · KDD 2025 | Research | 异常检测/审计 | [1（OpenAlex）](https://openalex.org/W4412825766) | 2026-11-06T00:33:30+00:00 |
| 200 | [LAST SToP for Modeling Asynchronous Time Series](https://proceedings.mlr.press/v267/gupta25a.html) | 2025 · ICML 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4407185070)；预印本索引 | 2026-11-06T00:34:34+00:00 |
| 201 | [LHMformer:Long-Range Historical Memory-Enhanced Transformer for Traffic Forecasting](https://doi.org/10.1145/3746252.3760966) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416143516) | 2026-11-06T00:33:42+00:00 |
| 202 | [Mitigating Data Imbalance in Time Series Classification Based on Counterfactual Minority Samples Augmentation](https://doi.org/10.1145/3711896.3737049) | 2025 · KDD 2025 | Research | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W4412876886) | 2026-11-06T00:33:30+00:00 |
| 203 | [Mitigating Source Label Dependency in Time-Series Domain Adaptation under Label Shifts](https://doi.org/10.1145/3711896.3737050) | 2025 · KDD 2025 | Research | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4412876850) | 2026-11-06T00:33:30+00:00 |
| 204 | [Modeling Irregular Astronomical Time Series with Neural Stochastic Delay Differential Equations](https://doi.org/10.1145/3746252.3760805) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 缺失/不规则时序 | [1（OpenAlex）](https://openalex.org/W4416078624) | 2026-11-06T00:33:36+00:00 |
| 205 | [Modeling Latent Non-Linear Dynamical System over Time Series](https://ojs.aaai.org/index.php/AAAI/article/view/33269) | 2025 · AAAI 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4409365725) | 2026-11-06T00:33:30+00:00 |
| 206 | [Multivariate Wind Power Time Series Forecasting with Noise-Filtering Neural ODEs](https://doi.org/10.1145/3746252.3761118) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416017571) | 2026-11-06T00:33:36+00:00 |
| 207 | [ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models](https://papers.nips.cc/paper_files/paper/2025/hash/26300d2734ce0c6bdac69b4c3187b5a2-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W4416618325) | 2026-11-06T00:36:49+00:00 |
| 208 | [Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning](https://proceedings.iclr.cc/paper_files/paper/2025/hash/f631e778fd3c1b871e9e3a94369335e9-Abstract-Conference.html) | 2025 · ICLR 2025 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4416150171)；预印本索引 | 2026-11-06T00:36:22+00:00 |
| 209 | [Solar Forecasting with Causality: A Graph-Transformer Approach to Spatiotemporal Dependencies](https://doi.org/10.1145/3746252.3760905) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 因果/解释 | [1（OpenAlex）](https://openalex.org/W4414697136) | 2026-11-06T00:33:36+00:00 |
| 210 | [Spatio-Temporal Wavelet Enhanced Attention Mamba for Stock Price Forecasting](https://doi.org/10.1145/3746252.3761399) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416017409) | 2026-11-06T00:33:36+00:00 |
| 211 | [Temporal Restoration and Spatial Rewiring for Source-Free Multivariate Time Series Domain Adaptation](https://doi.org/10.1145/3711896.3737150) | 2025 · KDD 2025 | Research | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4412825675) | 2026-11-06T00:33:30+00:00 |
| 212 | [TopKNet:Learning to Perceive the Top-K Pivotal Nodes in Spatio-Temporal Data for Traffic Forecasting](https://doi.org/10.1145/3746252.3760993) | 2025 · CIKM | 会议论文集条目，具体论文类别未核实；领域会议补充 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416018116) | 2026-11-06T00:33:42+00:00 |
| 213 | [A Set-Sequence Model for Time Series](https://neurips.cc/virtual/2026/poster/148413) | 2026 · NeurIPS | Main Conference Track | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4417093986)；预印本索引 | 2026-11-06T00:35:24+00:00 |
| 214 | [Adaptive Frequency Pathways for Spatiotemporal Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/38595) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7138110542) | 2026-11-06T00:34:00.749851+00:00 |
| 215 | [AHA: Scalable Alternative History Analysis for Operational Timeseries Applications](https://doi.org/10.1145/3770854.3783945) | 2026 · KDD 2026 | Applied Data Science；KDD 官方会议论文列表及 ACM DOI | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W7171935146) | 2026-11-06T00:33:51.899827+00:00 |
| 216 | [Beyond MSE: Ordinal Cross-Entropy for Probabilistic Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39831) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7137942514) | 2026-11-06T00:34:00.749584+00:00 |
| 217 | [Beyond Observations: Reconstruction Error-Guided Irregularly Sampled Time Series Representation Learning](https://ojs.aaai.org/index.php/AAAI/article/view/39545) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 缺失/不规则时序 | [1（OpenAlex）](https://openalex.org/W7138099406) | 2026-11-06T00:34:00.749792+00:00 |
| 218 | [Contextual and Seasonal LSTMs for Time Series Anomaly Detection](https://proceedings.iclr.cc/paper_files/paper/2026/hash/761c3284ee4859bff3c7e5d9299a45ee-Abstract-Conference.html) | 2026 · ICLR 2026 | 具体赛道待核 | 异常检测/审计 | [1（OpenAlex）](https://openalex.org/W7128635033)；预印本索引 | 2026-11-06T00:35:57+00:00 |
| 219 | [Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/38792) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W7138360951) | 2026-11-06T00:34:08.046454+00:00 |
| 220 | [Cross-city Time Series Forecasting with Retrieval-Augmented Large Language Models](https://doi.org/10.1145/3774904.3792074) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7152477128) | 2026-11-06T00:34:18.924745+00:00 |
| 221 | [DiM-TS: Bridge the Gap Between Selective State Space Models and Time Series for Generative Modeling](https://ojs.aaai.org/index.php/AAAI/article/view/38649) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 生成/合成 | [1（OpenAlex）](https://openalex.org/W7138281651) | 2026-11-06T00:34:08.045788+00:00 |
| 222 | [Dual Data-centric Separation with Circular Mixup for Noise-resistant Time Series Learning](https://doi.org/10.1145/3770854.3780265) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W7172020670) | 2026-11-06T00:33:51.899981+00:00 |
| 223 | [Dynamic Relational Priming Improves Transformer in Multivariate Time Series](https://proceedings.mlr.press/v306/lee26h.html) | 2026 · ICML 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4415089894)；预印本索引 | 2026-11-06T00:36:21+00:00 |
| 224 | [EdgeMTSC: A Lightweight Large-Kernel ConvNet for Multivariate Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/38693) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W7137816477) | 2026-11-06T00:34:08.045888+00:00 |
| 225 | [EMFormer: Efficient Multi-Scale Transformer for Accumulative Context Weather Forecasting](https://proceedings.mlr.press/v306/chen26ao.html) | 2026 · ICML 2026 | 具体赛道待核 | 天气/气候 | [1（OpenAlex）](https://openalex.org/W7127437115)；预印本索引 | 2026-11-06T00:36:15+00:00 |
| 226 | [Evolving Proxy Kills Drift: Data-Efficient Streaming Time Series Anomaly Detection](https://doi.org/10.1145/3774904.3792440) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 异常检测/审计 | [1（OpenAlex）](https://openalex.org/W7156001598) | 2026-11-06T00:34:18.924184+00:00 |
| 227 | [FedRMamba: Federated Residual Mamba for Multivariate Time-Series Forecasting](https://doi.org/10.1145/3774904.3792712) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7152623151) | 2026-11-06T00:34:18.924827+00:00 |
| 228 | [Giving Sensors a Voice: Multimodal JEPA for Semantic Time-Series Embeddings](https://proceedings.mlr.press/v306/dutta26b.html) | 2026 · ICML 2026 | 具体赛道待核 | 表征/预训练 | [1（OpenAlex）](https://openalex.org/W7163026919)；预印本索引 | 2026-11-06T00:36:15+00:00 |
| 229 | [Harmonic Dataset Distillation for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39328) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 基准/综述/评价 | [1（OpenAlex）](https://openalex.org/W7138260556) | 2026-11-06T00:34:08.046328+00:00 |
| 230 | [HEARTS: Benchmarking LLM Reasoning on Health Time Series](https://proceedings.mlr.press/v306/li26hr.html) | 2026 · ICML 2026 | 具体赛道待核 | 基准/综述/评价 | [1（OpenAlex）](https://openalex.org/W7134839167)；预印本索引 | 2026-11-06T00:36:21+00:00 |
| 231 | [How to Train Your Mamba for Time Series Forecasting](https://doi.org/10.1145/3770854.3780279) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7171947241) | 2026-11-06T00:33:51.899878+00:00 |
| 232 | [Koopman Invariants as Drivers of Emergent Time-Series Clustering in Joint-Embedding Predictive Architectures](https://ojs.aaai.org/index.php/AAAI/article/view/39708) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W7138168546) | 2026-11-06T00:34:08.046268+00:00 |
| 233 | [MDMLP-EIA: Multi-domain Dynamic MLPs with Energy Invariant Attention for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/40049) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7137902370) | 2026-11-06T00:34:08.045995+00:00 |
| 234 | [Neural Predictive Control to Coordinate Discrete- and Continuous-Time Models for Time-Series Analysis with Control-Theoretical Improvements](https://doi.org/10.1145/3770854.3780261) | 2026 · KDD 2026 | Research；KDD 官方会议论文列表及 ACM DOI | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4416552983) | 2026-11-06T00:33:51.899727+00:00 |
| 235 | [ORTCL: Towards Continual Learning of Time Series Foundation Models on Streaming Data via Orthogonal Rotation](https://ojs.aaai.org/index.php/AAAI/article/view/39526) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W7138093009) | 2026-11-06T00:34:08.046132+00:00 |
| 236 | [Predictability-Aware Compression and Decompression Framework for Multichannel Time Series Data with Latent Seasonality](https://doi.org/10.1145/3774904.3792488) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W4414891123) | 2026-11-06T00:34:18.924373+00:00 |
| 237 | [Retrieval-Augmented Generation with Covariate Time Series](https://doi.org/10.1145/3770855.3818471) | 2026 · KDD 2026 | Applied Data Science；KDD 官方会议论文列表及 ACM DOI | 生成/合成 | [1（OpenAlex）](https://openalex.org/W7196957237) | 2026-11-06T00:34:00.749650+00:00 |
| 238 | [Revitalizing Canonical Pre-Alignment for Irregular Multivariate Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/40149) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 缺失/不规则时序 | [1（OpenAlex）](https://openalex.org/W7138004548) | 2026-11-06T00:34:18.924475+00:00 |
| 239 | [SDFlow: Similarity-Driven Flow Matching for Time Series Generation](https://neurips.cc/virtual/2026/poster/150124) | 2026 · NeurIPS | Main Conference Track | 生成/合成 | [1（OpenAlex）](https://openalex.org/W7160602787)；预印本索引 | 2026-11-06T00:35:33+00:00 |
| 240 | [Sonar-TS: Search-Then-Verify Natural Language Querying for Time Series Databases](https://proceedings.mlr.press/v306/tan26h.html) | 2026 · ICML 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W7130701752)；预印本索引 | 2026-11-06T00:36:33+00:00 |
| 241 | [Sparse-Scale Transformer with Bidirectional Awareness for Time Series Forecasting](https://ojs.aaai.org/index.php/AAAI/article/view/39566) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 时间序列预测 | [1（OpenAlex）](https://openalex.org/W7138251542) | 2026-11-06T00:34:18.924565+00:00 |
| 242 | [SVGL: Scale-Variable Graph Learning in Model Space for Multivariate Time Series Classification](https://ojs.aaai.org/index.php/AAAI/article/view/39555) | 2026 · AAAI 2026 | 具体赛道待核；AAAI official proceedings DOI, Technical Tracks issue | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W7138386947) | 2026-11-06T00:34:18.924663+00:00 |
| 243 | [Time Series, Vision, and Language: Exploring the Limits of Alignment in Contrastive Representation Spaces](https://proceedings.mlr.press/v306/yashwante26a.html) | 2026 · ICML 2026 | 具体赛道待核 | 表征/预训练 | [1（OpenAlex）](https://openalex.org/W7131377985)；预印本索引 | 2026-11-06T00:36:33+00:00 |
| 244 | [TimeClaw: A Time-Series AI Agent with Exploratory Execution Learning](https://neurips.cc/virtual/2026/poster/153295) | 2026 · NeurIPS 2026 | 主会 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W7160931662)；预印本索引 | 2026-11-06T00:34:40+00:00 |
| 245 | [TiMi: Empower Time Series Transformers with Multimodal Mixture of Experts](https://proceedings.mlr.press/v306/lin26al.html) | 2026 · ICML 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W7131638650)；预印本索引 | 2026-11-06T00:36:21+00:00 |
| 246 | [Tiny but Trusted: Efficient Vision-Language Reasoning for Time-Series Anomaly Detection](https://neurips.cc/virtual/2026/poster/151460) | 2026 · NeurIPS | Main Conference Track | 异常检测/审计 | [1（OpenAlex）](https://openalex.org/W7162800714)；预印本索引 | 2026-11-06T00:35:24+00:00 |
| 247 | [TSRBench: A Comprehensive Multi-task Multi-modal Time Series Reasoning Benchmark for Generalist Models](https://proceedings.mlr.press/v306/yu26m.html) | 2026 · ICML 2026 | 具体赛道待核 | 基准/综述/评价 | [1（OpenAlex）](https://openalex.org/W7125812530)；预印本索引 | 2026-11-06T00:36:33+00:00 |
| 248 | [Tyche: One Step Flow for Efficient Probabilistic Weather Forecasting](https://neurips.cc/virtual/2026/poster/153693) | 2026 · NeurIPS 2026 | 主会 | 天气/气候 | [1（OpenAlex）](https://openalex.org/W7160861838)；预印本索引 | 2026-11-06T00:34:40+00:00 |
| 249 | [UniCA: Unified Covariate Adaptation for Time Series Foundation Model](https://proceedings.iclr.cc/paper_files/paper/2026/hash/0b5eb45a22ff33956c043dd271f244ea-Abstract-Conference.html) | 2026 · ICLR 2026 | 具体赛道待核 | 时序相关（题名/摘要线索） | [1（OpenAlex）](https://openalex.org/W4416260817)；预印本索引 | 2026-11-06T00:35:57+00:00 |
| 250 | [We Need a More Robust Classifier: Dual Causal Learning Empowers Domain-Incremental Time Series Classification](https://doi.org/10.1145/3774904.3792373) | 2026 · WWW | 会议论文集条目，具体论文类别未核实 | 分类/聚类 | [1（OpenAlex）](https://openalex.org/W7152713481) | 2026-11-06T00:34:25.445734+00:00 |
| 251 | [EMIT - Event Based Masked Auto Encoding for Irregular Time Series](https://doi.org/10.1109/icdm59182.2024.00044) | 2024 · ICDM 2024 Research | ICDM 2024 主会常规论文（R）；领域会议补充；ICDM 官方日程对 R 的定义和论文条目：https://icdm2024.org/assets/ICDM2024_program.pdf | 缺失/不规则时序 | [8（Crossref）](https://api.crossref.org/works?query.bibliographic=EMIT+-+Event+Based+Masked+Auto+Encoding+for+Irregular+Time+Series&rows=4&select=DOI%2Ctitle%2Cis-referenced-by-count%2Cpublished%2Ccontainer-title%2CURL%2Ctype%2Cauthor%2Cevent) | 2026-11-06T00:38:45+00:00 |
| 252 | [Evaluating Large Language Models on Time Series Feature Understanding: A Comprehensive Taxonomy and Benchmark](https://aclanthology.org/2024.emnlp-main.1204/) | 2024 · EMNLP 2024 | emnlp-main | 基准/综述/评价 | [8（Crossref）](https://api.crossref.org/works/10.18653/v1/2024.emnlp-main.1204) | 2026-11-06T00:39:43+00:00 |
| 253 | [Improving Time Series Encoding with Noise-Aware Self-Supervised Learning and an Efficient Encoder](https://doi.org/10.1109/icdm59182.2024.00041) | 2024 · ICDM 2024 Research | ICDM 2024 主会常规论文（R）；领域会议补充；ICDM 官方日程对 R 的定义和论文条目：https://icdm2024.org/assets/ICDM2024_program.pdf | 时序相关（题名/摘要线索） | [7（Crossref）](https://api.crossref.org/works?query.bibliographic=Improving+Time+Series+Encoding+with+Noise-Aware+Self-Supervised+Learning+and+an+Efficient+Encoder&rows=4&select=DOI%2Ctitle%2Cis-referenced-by-count%2Cpublished%2Ccontainer-title%2CURL%2Ctype%2Cauthor%2Cevent) | 2026-11-06T00:38:51+00:00 |
| 254 | [TS-CLIP: Time Series Understanding by CLIP](https://aclanthology.org/2025.emnlp-main.231/) | 2025 · EMNLP 2025 | emnlp-main | 时序相关（题名/摘要线索） | [4（Crossref）](https://api.crossref.org/works/10.18653/v1/2025.emnlp-main.231) | 2026-11-06T00:39:50+00:00 |
| 255 | [STReasoner: Empowering LLMs for Spatio-Temporal Reasoning in Time Series via Spatial-Aware Reinforcement Learning](https://aclanthology.org/2026.acl-long.702/) | 2026 · ACL 2026 | acl-long | 时序相关（题名/摘要线索） | [4（Crossref）](https://api.crossref.org/works/10.18653/v1/2026.acl-long.702) | 2026-11-06T00:40:01+00:00 |
| 256 | [CrisisTS: Coupling Social Media Textual Data and Meteorological Time Series for Urgency Classification](https://aclanthology.org/2025.acl-long.783/) | 2025 · ACL 2025 | acl-long | 天气/气候 | [2（Crossref）](https://api.crossref.org/works/10.18653/v1/2025.acl-long.783) | 2026-11-06T00:39:44+00:00 |
| 257 | [LETS-C: Leveraging Text Embedding for Time Series Classification](https://aclanthology.org/2025.acl-long.1557/) | 2025 · ACL 2025 | acl-long | 分类/聚类 | [2（Crossref）](https://api.crossref.org/works/10.18653/v1/2025.acl-long.1557) | 2026-11-06T00:39:48+00:00 |
| 258 | [TSVer: A Benchmark for Fact Verification Against Time-Series Evidence](https://aclanthology.org/2025.emnlp-main.1519/) | 2025 · EMNLP 2025 | emnlp-main | 基准/综述/评价 | [1（Crossref）](https://api.crossref.org/works/10.18653/v1/2025.emnlp-main.1519) | 2026-11-06T00:39:52+00:00 |
| 259 | [Markovian Linguistic-Temporal Bridge: Unlocking the Potential of LLMs for Time Series Forecasting](https://aclanthology.org/2026.acl-long.1014/) | 2026 · ACL 2026 | acl-long | 时间序列预测 | [1（Crossref）](https://api.crossref.org/works/10.18653/v1/2026.acl-long.1014) | 2026-11-06T00:40:04+00:00 |
| 260 | [ZARA: Training-Free Motion Time-Series Reasoning via Evidence-Grounded LLM Agents](https://aclanthology.org/2026.acl-long.684/) | 2026 · ACL 2026 | acl-long | 时序相关（题名/摘要线索） | [1（Crossref）](https://api.crossref.org/works/10.18653/v1/2026.acl-long.684) | 2026-11-06T00:39:59+00:00 |
| 261 | [An Empirical Examination of Balancing Strategy for Counterfactual Estimation on Time Series](https://proceedings.mlr.press/v235/huang24r.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [0（OpenAlex）](https://openalex.org/W4402501169)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 262 | [An Online Bootstrap for Time Series](https://proceedings.mlr.press/v238/palm24a.html) | 2024 · AISTATS 2024 | 正式论文集 | 时序相关（题名/摘要线索） | 未知 | — |
| 263 | [An Unsupervised Approach for Periodic Source Detection in Time Series](https://proceedings.mlr.press/v235/demirel24b.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [0（OpenAlex）](https://openalex.org/W4399357498)；预印本索引 | 2026-11-06T00:36:03+00:00 |
| 264 | [Better Batch for Deep Probabilistic Time Series Forecasting](https://proceedings.mlr.press/v238/zheng24a.html) | 2024 · AISTATS 2024 | 正式论文集 | 时间序列预测 | 未知 | — |
| 265 | [CauDiTS: Causal Disentangled Domain Adaptation of Multivariate Time Series](https://proceedings.mlr.press/v235/lu24i.html) | 2024 · ICML 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 因果/解释 | 未知 | — |
| 266 | [Conditional Information Bottleneck Approach for Time Series Imputation](https://proceedings.iclr.cc/paper_files/paper/2024/hash/de7858e3e7f9f0f7b2c7bfdc86f6d928-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 缺失/不规则时序 | 未知 | — |
| 267 | [Cross-Domain Contrastive Learning for Time Series Clustering](https://ojs.aaai.org/index.php/AAAI/article/view/28740) | 2024 · AAAI 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | 未知 | — |
| 268 | [Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow](https://ojs.aaai.org/index.php/AAAI/article/view/29266) | 2024 · AAAI 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | 未知 | — |
| 269 | [Energy Efficient Streaming Time Series Classification with Attentive Power Iteration](https://ojs.aaai.org/index.php/AAAI/article/view/29151) | 2024 · AAAI 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 分类/聚类 | 未知 | — |
| 270 | [Extended Deep Adaptive Input Normalization for Preprocessing Time Series Data for Neural Networks](https://proceedings.mlr.press/v238/september24a.html) | 2024 · AISTATS 2024 | 正式论文集 | 时序相关（题名/摘要线索） | 未知 | — |
| 271 | [Fitting ARMA Time Series Models without Identification: A Proximal Approach](https://proceedings.mlr.press/v238/liu24e.html) | 2024 · AISTATS 2024 | 正式论文集 | 时序相关（题名/摘要线索） | 未知 | — |
| 272 | [GAFormer: Enhancing Timeseries Transformers Through Group-Aware Embeddings](https://proceedings.iclr.cc/paper_files/paper/2024/hash/2d4eaf042567f1c03c086103cc154c1f-Abstract-Conference.html) | 2024 · ICLR 2024 Conference | 具体赛道待核 | 表征/预训练 | 未知 | — |
| 273 | [Guaranteeing Robustness Against Real-World Perturbations In Time Series Classification Using Conformalized Randomized Smoothing](https://proceedings.mlr.press/v244/franco24a.html) | 2024 · UAI 2024 | 正式论文集 | 分类/聚类 | 未知 | — |
| 274 | [Identifiability of total effects from abstractions of time series causal graphs](https://proceedings.mlr.press/v244/assaad24a.html) | 2024 · UAI 2024 | 正式论文集 | 因果/解释 | 未知 | — |
| 275 | [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://doi.org/10.1145/3637528.3671751) | 2024 · KDD 2024 | Research；官方会议论文集；与已存660条题名基准及本批高引候选做过精确去重 | 缺失/不规则时序 | 未知 | — |
| 276 | [Inherently Interpretable Time Series Classification via Multiple Instance Learning](https://proceedings.iclr.cc/paper_files/paper/2024/hash/fb9d01fb202e360b2f78510c47e0fa3e-Abstract-Conference.html) | 2024 · ICLR | 待核验具体赛道；官方会议论文集；与已存660条题名基准及本批高引候选做过精确去重 | 分类/聚类 | 未知 | — |
| 277 | [IVP-VAE: Modeling EHR Time Series with Initial Value Problem Solvers](https://ojs.aaai.org/index.php/AAAI/article/view/29534) | 2024 · AAAI 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | 未知 | — |
| 278 | [Leveraging Generative Models for Unsupervised Alignment of Neural Time Series Data](https://proceedings.iclr.cc/paper_files/paper/2024/hash/93fab021315170101c92e8330a56fbdb-Abstract-Conference.html) | 2024 · ICLR | 待核验具体赛道；官方会议论文集；与已存660条题名基准及本批高引候选做过精确去重 | 生成/合成 | 未知 | — |
| 279 | [Mixture-of-Linear-Experts for Long-term Time Series Forecasting](https://proceedings.mlr.press/v238/ni24a.html) | 2024 · AISTATS 2024 | 正式论文集 | 时间序列预测 | 未知 | — |
| 280 | [Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees](https://proceedings.mlr.press/v238/zhang24g.html) | 2024 · AISTATS 2024 | 正式论文集 | 时间序列预测 | 未知 | — |
| 281 | [Random Oscillators Network for Time Series Processing](https://proceedings.mlr.press/v238/ceni24a.html) | 2024 · AISTATS 2024 | 正式论文集 | 时序相关（题名/摘要线索） | 未知 | — |
| 282 | [SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation](https://ojs.aaai.org/index.php/AAAI/article/view/29405) | 2024 · AAAI 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | 未知 | — |
| 283 | [SocioDojo: Building Lifelong Analytical Agents with Real-world Text and Time Series](https://proceedings.iclr.cc/paper_files/paper/2024/hash/5f7367f5686e6e1592e64209d172b91d-Abstract-Conference.html) | 2024 · ICLR 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | 未知 | — |
| 284 | [Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series](https://ojs.aaai.org/index.php/AAAI/article/view/29662) | 2024 · AAAI 2024 | 待核验具体赛道；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 因果/解释 | 未知 | — |
| 285 | [Unsupervised Change Point Detection in Multivariate Time Series](https://proceedings.mlr.press/v238/wu24g.html) | 2024 · AISTATS 2024 | 正式论文集 | 时序相关（题名/摘要线索） | 未知 | — |
| 286 | [When are dynamical systems learned from time series data statistically accurate?](https://proceedings.neurips.cc/paper_files/paper/2024/hash/4dc57702c987e1e72f0dd2921edb5ded-Abstract-Conference.html) | 2024 · NeurIPS 2024 | Main Conference Track；来自先前官方来源初筛但不在前一批300或网站基准；赛道及身份需最终复核 | 时序相关（题名/摘要线索） | [0（OpenAlex）](https://openalex.org/W4415797893) | 2026-11-06T00:36:49+00:00 |
| 287 | [Adaptive Time Encoding for Irregular Multivariate Time-Series Classification](https://papers.nips.cc/paper_files/paper/2025/hash/934c0d630a07b3a088e273efcc5731c5-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 缺失/不规则时序 | 未知 | — |
| 288 | [Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting](https://proceedings.mlr.press/v258/liu25l.html) | 2025 · AISTATS 2025 | 正式论文集 | 时间序列预测 | 未知 | — |
| 289 | [Arrow: Accelerator for Time Series Causal Discovery with Time Weaving](https://proceedings.mlr.press/v267/yao25a.html) | 2025 · ICML 2025 | 具体赛道待核 | 因果/解释 | 未知 | — |
| 290 | [Breakthrough Sensor-Limited Single View: Towards Implicit Temporal Dynamics for Time Series Domain Adaptation](https://papers.nips.cc/paper_files/paper/2025/hash/862f45ccecb2275851bc8acebb8b4d65-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 时序相关（题名/摘要线索） | 未知 | — |
| 291 | [Bridging Time and Linguistics: LLMs as Time Series Analyzer through Symbolization and Segmentation](https://papers.nips.cc/paper_files/paper/2025/hash/b47c58a2c3949d298c93fff531178ba4-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 时序相关（题名/摘要线索） | 未知 | — |
| 292 | [Causal Discovery-Driven Change Point Detection in Time Series](https://proceedings.mlr.press/v258/gao25g.html) | 2025 · AISTATS 2025 | 正式论文集 | 因果/解释 | 未知 | — |
| 293 | [Channel Matters: Estimating Channel Influence for Multivariate Time Series](https://papers.nips.cc/paper_files/paper/2025/hash/12df08e9280061b4877f97598c644c3e-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 时序相关（题名/摘要线索） | [0（OpenAlex）](https://openalex.org/W7196945424) | 2026-11-06T00:36:49+00:00 |
| 294 | [ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables](https://proceedings.mlr.press/v258/arango25a.html) | 2025 · AISTATS 2025 | 正式论文集 | 表征/预训练 | 未知 | — |
| 295 | [Classification of High-dimensional Time Series in Spectral Domain Using Explainable Features with Applications to Neuroimaging Data](https://proceedings.mlr.press/v258/roy25a.html) | 2025 · AISTATS 2025 | 正式论文集 | 分类/聚类 | 未知 | — |
| 296 | [Complete Characterization for Adjustment in Summary Causal Graphs of Time Series](https://proceedings.mlr.press/v286/yvernes25a.html) | 2025 · UAI 2025 | 正式论文集 | 因果/解释 | 未知 | — |
| 297 | [Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models](https://proceedings.mlr.press/v286/ho25a.html) | 2025 · UAI 2025 | 正式论文集 | 异常检测/审计 | 未知 | — |
| 298 | [Contimask: Explaining Irregular Time Series via Perturbations in Continuous Time](https://papers.nips.cc/paper_files/paper/2025/hash/4eb5daabc45b45a9a312aa2c8fca8a74-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 缺失/不规则时序 | [0（OpenAlex）](https://openalex.org/W7196997800) | 2026-11-06T00:36:49+00:00 |
| 299 | [DAAC: Discrepancy-Aware Adaptive Contrastive Learning for Medical Time series](https://papers.nips.cc/paper_files/paper/2025/hash/f36a180277bd3d5781dc02245f9d5f52-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 时序相关（题名/摘要线索） | 未知 | — |
| 300 | [Delving into Large Language Models for Effective Time-Series Anomaly Detection](https://papers.nips.cc/paper_files/paper/2025/hash/950a34c7b107111570077078e1b5b8ef-Abstract-Conference.html) | 2025 · NeurIPS | Main Conference Track | 异常检测/审计 | 未知 | — |