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  "risk_banner": "Specific patched-sLSTM engineering results are useful; printed drift bound and claims that patching fixes general statistical long memory are not established. Broad CI-in-RNN priority claim conflicts with earlier SegRNN.",
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    "sha256": "2beb391d55796a12ef76dcf81cad63f6293220e3c0924205a78592b60cba7bcf",
    "pages": 5,
    "metadata_creation_time": "2024-12-19T15:37:29Z",
    "main_version_date": "2025-02-24",
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  "priority_source": {
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    "version_date": "2023-08-22",
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  "confirmed_paper_findings": [
    {
      "id": "prior_CI_RNN",
      "locations": [
        "MainPDF p6 first-CI claim",
        "SegRNN v1 p3 Sec3.2 and Sec4.1"
      ],
      "finding": "SegRNN explicitly adopts Channel Independent strategy and segment-wise projection into GRU in2023, before P-sLSTM first public2024. Broad first CI-in-RNN forecasting claim does not hold.",
      "scope": "Specific sLSTM adaptation may still be novel; does not erase its engineering contribution."
    },
    {
      "id": "drift_counterexample",
      "locations": [
        "MainPDF pp4–5 Corollary proof"
      ],
      "finding": "Proof replaces exponential input-gate terms with1 and sets b=M+3q. Let q1, f=.5, i100, z0, initial states0, output mapping0; next normalizer100 exceeds claimed b3.",
      "scope": "Printed bound invalid. A larger parameter-dependent constant under suitable compact-state conditions may repair a different bound. No claim all possible corollaries false."
    },
    {
      "id": "theory_scope",
      "locations": [
        "MainPDF pp3–5 stochastic process"
      ],
      "finding": "Output-feedback/no-external-input noisy Markov model differs from patched supervised model with all-state flattened head. Sufficient uniform f<a<1 condition is called only-holds without necessity proof. Everywhere-positive additive noise and bounded feedback need process clarification. No theorem proves patching induces statistical long memory."
    },
    {
      "id": "stabilization",
      "locations": [
        "Appendix p2 Eqs13–15/Case2",
        "Appendix p5 Table14"
      ],
      "finding": "Stabilized gates and output-equivalence reference are present, so inevitable implementation overflow is not justified. Case2 substitutes current log(i_t) for previous m_(t-1) without general temporal control. Output invariance and local computational-graph derivatives must be distinguished. Small Weather ablation differences do not establish arbitrary long-run guarantees."
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      "scope": "C appended signed rescoring after source expansion; missing-comparator/config statements are superseded. Appendix older than reviewed main version."
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      "finding": "PEMS03 horizons48/96 MSE .163/.209 worse than raw sLSTM.138/.163; ordinary LSTM96 .196. Table4 saysWeather while text saysSolar and values matchSolar rows. Two-dataset training seconds52.54/93.13 vs iTransformer79.12/114.25 lack clear epoch/full-run scope.",
      "scope": "Conditional wins, disputed mechanism and cost scope; no falsification or test leakage established."
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    "Full historical reviews absent; summary risks checked against originals and never votes.",
    "Reading order/independence supported by reviewer written records, not independently timed.",
    "No experiments, model execution or full predecessor survey."
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