Pith Number

pith:HFQM5I4M

pith:2025:HFQM5I4MP2ZHNNOB7PULJ5M3MS

not attested not anchored not stored refs pending

Finite-Sample Convergence Bounds for Trust Region Policy Optimization in Mean-Field Games

Antonio Ocello, Daniil Tiapkin, Eric Moulines, Lorenzo Mancini, Mathieu Lauri\`ere

arxiv:2505.22781 v1 · 2025-05-28 · stat.ML · cs.LG · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HFQM5I4MP2ZHNNOB7PULJ5M3MS}

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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

Towards Model-Free Learning in Dynamic Population Games: An Application to Karma Economies

Receipt and verification

First computed	2026-07-05T11:11:49.892235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3960cea38c7eb276b5c1fbe8b4f59b64bd382bfb8748db4e9b83d11a15433ddb

Aliases

arxiv: 2505.22781 · arxiv_version: 2505.22781v1 · doi: 10.48550/arxiv.2505.22781 · pith_short_12: HFQM5I4MP2ZH · pith_short_16: HFQM5I4MP2ZHNNOB · pith_short_8: HFQM5I4M

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/HFQM5I4MP2ZHNNOB7PULJ5M3MS \
  | 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: 3960cea38c7eb276b5c1fbe8b4f59b64bd382bfb8748db4e9b83d11a15433ddb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "831f665f66aaf99ff86568ea1e6a1b98aa61a3fc99dfde5af7021a7ae14efd28",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-05-28T18:50:25Z",
    "title_canon_sha256": "4db9fd7e2f164d7147b73b85966c37049952ff6dfac6a36fcd36e3c51926b374"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22781",
    "kind": "arxiv",
    "version": 1
  }
}