Pith Number

pith:URITOVHW

pith:2025:URITOVHWR3CZPJCJYYZZUY43V5

not attested not anchored not stored refs pending

Distributed Neural Policy Gradient Algorithm for Global Convergence of Networked Multi-Agent Reinforcement Learning

Pengcheng Dai, Wei Ren, Wenwu Yu, Yuanqiu Mo

arxiv:2505.24113 v1 · 2025-05-30 · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{URITOVHWR3CZPJCJYYZZUY43V5}

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.

Receipt and verification

First computed	2026-07-05T11:12:42.137782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4513754f68ec597a449c6339a639baf7abd8f9c37621f02874eab53e43d3ce9

Aliases

arxiv: 2505.24113 · arxiv_version: 2505.24113v1 · doi: 10.48550/arxiv.2505.24113 · pith_short_12: URITOVHWR3CZ · pith_short_16: URITOVHWR3CZPJCJ · pith_short_8: URITOVHW

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/URITOVHWR3CZPJCJYYZZUY43V5 \
  | 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: a4513754f68ec597a449c6339a639baf7abd8f9c37621f02874eab53e43d3ce9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f604d9e18bb144859c10b9d110daf2c41c2fb3a705ddee7075c69d340e841213",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-05-30T01:23:14Z",
    "title_canon_sha256": "68e677aaf87a7f2af966c3b4699235de23cc48dff7412ac80f950f8467dc926e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24113",
    "kind": "arxiv",
    "version": 1
  }
}