Pith Number

pith:DMQ7ZH3I

pith:2025:DMQ7ZH3IPZPBUTWHLCJ3EPP7G4

not attested not anchored not stored refs pending

PAC-Bayesian Reinforcement Learning Trains Generalizable Policies

Abdelkrim Zitouni, Juba Agoun, Mehdi Hennequin, Nadia Kabachi, Omar Rivasplata, Ryan Horache

arxiv:2510.10544 v3 · 2025-10-12 · cs.LG · cs.AI · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DMQ7ZH3IPZPBUTWHLCJ3EPP7G4}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Entanglement as a Structural Complexity Axis: A PAC-Bayesian View of Generalization in Quantum Policies and Value Functions

Receipt and verification

First computed	2026-06-01T01:02:23.439300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b21fc9f687e5e1a4ec75893b23dff3738de2d696c601af3f732dbbe54c60fcf

Aliases

arxiv: 2510.10544 · arxiv_version: 2510.10544v3 · doi: 10.48550/arxiv.2510.10544 · pith_short_12: DMQ7ZH3IPZPB · pith_short_16: DMQ7ZH3IPZPBUTWH · pith_short_8: DMQ7ZH3I

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DMQ7ZH3IPZPBUTWHLCJ3EPP7G4 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1b21fc9f687e5e1a4ec75893b23dff3738de2d696c601af3f732dbbe54c60fcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6237a912791af49ee13694327c9b77cd36a2ef3f4cece95a5ed01edcd3561964",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-12T11:02:18Z",
    "title_canon_sha256": "f2e7a29ce1fa03aac2cdee0a7931d6897d2fdb712e4f9e35c31a42ae90e9a119"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.10544",
    "kind": "arxiv",
    "version": 3
  }
}