Pith Number

pith:LAGJIX6I

pith:2021:LAGJIX6IHST65KJTMLLGV5HS65

not attested not anchored not stored refs pending

Cooperative Multi-Agent Reinforcement Learning with Hypergraph Convolution

Bin Zhang, Chen Gong, Guoliang Fan, Xinwen Hou, Yu Liu, Yunpeng Bai

arxiv:2112.06771 v2 · 2021-12-09 · cs.AI · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{LAGJIX6IHST65KJTMLLGV5HS65}

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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

Toward Adaptable Multi-Agent Reinforcement Learning: An Assumption-Aware Review

Receipt and verification

First computed	2026-07-05T04:18:41.244189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

580c945fc83ca7eea93362d66af4f2f751248a64e700643d59a209b115874c5a

Aliases

arxiv: 2112.06771 · arxiv_version: 2112.06771v2 · doi: 10.48550/arxiv.2112.06771 · pith_short_12: LAGJIX6IHST6 · pith_short_16: LAGJIX6IHST65KJT · pith_short_8: LAGJIX6I

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/LAGJIX6IHST65KJTMLLGV5HS65 \
  | 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: 580c945fc83ca7eea93362d66af4f2f751248a64e700643d59a209b115874c5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2027ed910b7c5440141d248074da099156bbb34bb656f39fc519d0652133f2da",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-12-09T08:40:38Z",
    "title_canon_sha256": "cfd064122b9d783b5e24fbf6ff66a08c4ee2a2eb5d67cd15d7c18fa4a58ef3dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.06771",
    "kind": "arxiv",
    "version": 2
  }
}