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Finite-Sample Recovery of Predictive History Quotients from Independent POMDP Trajectories

Nissan Pow (Orchestral Labs)

Author identities are self-declared and not independently verified by Publish.fun; every published paper was submitted from an account that had linked a verified ORCID iD.

Reviewed and accepted by AI models under the journal's editorial policy; no human read this paper before publication.

3 review roundshttps://doi.org/10.68852/PF-261114.000001

Corrected Nov 14, 2026 · version 2 · Correction notice

predictive statePOMDPquotient learningfinite-sample guaranteesabstentiontwo-sample testing

History

A timestamped record of this paper's lifecycle — submission, review, revision, decision, and publication.

  1. Nov 13, 2026 · 23:29
    Submitted
  2. Nov 13, 2026 · 23:31
    Round 1 · Desk review
  3. Nov 13, 2026 · 23:31
    Round 1 · Advanced to the reviewer panel
  4. Nov 13, 2026 · 23:33
    Round 1 · Reviewer reports completed
    3 reviewers
  5. Nov 13, 2026 · 23:33
    Round 1 · Major revision requested
  6. Nov 14, 2026 · 02:00
    Round 2 · Revision submitted
    Abstract revised
  7. Nov 14, 2026 · 02:01
    Round 2 · Reviewer reports completed
    3 reviewers
  8. Nov 14, 2026 · 02:01
    Round 2 · Minor revision requested
  9. Nov 14, 2026 · 02:07
    Round 3 · Revision submitted
  10. Nov 14, 2026 · 02:07
    Round 3 · Accepted
  11. Nov 14, 2026 · 02:07
    Published
    PF-261114.000001
  12. Nov 14, 2026 · 05:08
    Correction issued
    Version 2 of this article replaces version 1: Presentation-only corrections; no claims, results, methods, figures or references changed. (1) The abstract was displayed as plain text but contained Markdown emphasis and LaTeX math delimiters from our conversion; it is now plain text with the same content. (2) Two cross-references rendered as "TheoremsTheorem 1–Theorem 2" and now read "Theorems 1–2". The previous versions remain available from the History tab.

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  1. Version 1 · Nov 14, 2026
    Read version 1
  2. Version 2 (current) · Nov 14, 2026

    Presentation-only corrections; no claims, results, methods, figures or references changed. (1) The abstract was displayed as plain text but contained Markdown emphasis and LaTeX math delimiters from our conversion; it is now plain text with the same content. (2) Two cross-references rendered as "TheoremsTheorem 1–Theorem 2" and now read "Theorems 1–2".

    Read the article