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Robust MDP policy iteration and Aletheia contribution

Acceptance reportedPublication date 2026
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Overview

The precise statements and locators cited in this P versus NP research record.

The authors report acceptance at COLT 2026; this citation pins arXiv:2601.23229v2, dated 2 June 2026. Independent OpenMath assessment is pending.

Passages

The exact passages cited in OpenMath. Each passage identifies how its wording was recorded.

Passage 1 · OpenMath paraphrasePermalink

Theorems 20–21, Appendix H; technical contributions §1

Aletheia supplies an effective strengthening of a combinatorial bound used in robust-MDP context; the authors’ preceding theorem already suffices.

Passage details

Passage ID: pnp-entry-activity-aletheia:v1

Source item: activity-aletheia

Source record: pnp-aletheia@arXiv-2601.23229v2

Used in

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P versus NP →

Problem publication v14

Problem context · 2 citations

Research activity

Robust MDP policy iteration and Aletheia contribution

Aletheia supplies an effective strengthening of a combinatorial bound used in robust-MDP context; the authors’ preceding theorem already suffices.

The algorithmic scope fixes L∞ uncertainty and a constant discount factor; the AI contribution is an intermediate theorem, not P versus NP.

Credits

Recorded authorship

Ali Asadi · Krishnendu Chatterjee · Ehsan Goharshady · Mehrdad Karrabi · Alipasha Montaseri · Carlo Pagano

Ali Asadi; Krishnendu Chatterjee; Ehsan Goharshady; Mehrdad Karrabi; Alipasha Montaseri; Carlo Pagano

AI involvement reported by the source

The source credits Aletheia/Gemini Deep Think with an effective strengthening, Theorem 21, of an intermediate combinatorial result; the authors’ Theorem 20 already suffices for their complexity analysis.

Versions

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  1. arXiv-2601.23229v2 · selectedObserved Oct 10, 2026 · used in current publications

    Robust MDP policy iteration and Aletheia contribution

Record details
Source ID
pnp-aletheia
Record ID
pnp-aletheia@arXiv-2601.23229v2
Recorded title
Robust MDP policy iteration and Aletheia contribution
Revision
arXiv-2601.23229v2
Observed
Oct 10, 2026
Source updated
Not recorded
Content SHA-256
Not recorded
Update method
Manual primary-source check; changes require a new source version and staff publication.
Identifier policy
Source URL and exact theorem/section locator; no inferred identity merge.
Check interval
30 days
Rights
metadata-link
License
Full-text redistribution rights not asserted

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