Pith Number

pith:4IXMM3LG

pith:2025:4IXMM3LGXQT7QHWT23LNGXBWVE

not attested not anchored not stored refs pending

Model-Free Robust Average-Reward Reinforcement Learning with Sample Complexity Analysis

George Atia, Yue Wang, Zachary Roch

arxiv:2505.12462 v3 · 2025-05-18 · cs.LG · 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{4IXMM3LGXQT7QHWT23LNGXBWVE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Efficient Q-Learning and Actor-Critic Methods for Robust Average-Reward Reinforcement Learning

Receipt and verification

First computed	2026-06-23T02:13:15.305321Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e22ec66d66bc27f81ed3d6d6d35c36a93144991974ded528f1b21767ff10ca90

Aliases

arxiv: 2505.12462 · arxiv_version: 2505.12462v3 · doi: 10.48550/arxiv.2505.12462 · pith_short_12: 4IXMM3LGXQT7 · pith_short_16: 4IXMM3LGXQT7QHWT · pith_short_8: 4IXMM3LG

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/4IXMM3LGXQT7QHWT23LNGXBWVE \
  | 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: e22ec66d66bc27f81ed3d6d6d35c36a93144991974ded528f1b21767ff10ca90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1acc72e398a0f3919f79b1408f0f2823f70937355d6ef6c7cc7a86eb72870113",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-18T15:34:45Z",
    "title_canon_sha256": "972691b02cc1d33deaa10834e9cd5ed1081b3643aea06a25763b63a379d0866a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12462",
    "kind": "arxiv",
    "version": 3
  }
}