Pith Number

pith:VXPGMA4E

pith:2001:VXPGMA4E4MC65PNRHN5FETLF4G

not attested not anchored not stored refs pending

Learning to Cooperate via Policy Search

Kee-Eung Kim, Leonid Peshkin, Leslie Pack Kaelbling, Nicolas Meuleau

arxiv:cs/0105032 v1 · 2001-05-25 · cs.LG · 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{VXPGMA4E4MC65PNRHN5FETLF4G}

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

2 papers in Pith

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic

Cross-Modal Navigation with Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-05-18T00:43:44.000014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adde660384e305eebdb13b7a524d65e18f1087a71f740974a5a4b2606b086809

Aliases

arxiv: cs/0105032 · arxiv_version: cs/0105032v1 · doi: 10.48550/arxiv.cs/0105032 · pith_short_12: VXPGMA4E4MC6 · pith_short_16: VXPGMA4E4MC65PNR · pith_short_8: VXPGMA4E

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/VXPGMA4E4MC65PNRHN5FETLF4G \
  | 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: adde660384e305eebdb13b7a524d65e18f1087a71f740974a5a4b2606b086809

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ef12c6a60669c2adbd49311c5d1153dd1d4e16f75df1974ecef922c5e0838c0",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "",
    "primary_cat": "cs.LG",
    "submitted_at": "2001-05-25T02:52:07Z",
    "title_canon_sha256": "a4ed5bb21308c18b0d52909461fa180efafcc28ba668c1f584da3c3221028c85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "cs/0105032",
    "kind": "arxiv",
    "version": 1
  }
}