Pith Number

pith:QJQSIB7X

pith:2024:QJQSIB7XUE7QQVGEGERADWM7HL

not attested not anchored not stored refs pending

Fully Decentralized Cooperative Multi-Agent Reinforcement Learning: A Survey

Jiechuan Jiang, Kefan Su, Zongqing Lu

arxiv:2401.04934 v1 · 2024-01-10 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QJQSIB7XUE7QQVGEGERADWM7HL}

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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

2 papers in Pith

Learning to cooperate with emergent reputation via multi-agent reinforcement learning

Fully Decentralized Cooperative Multi-Agent Reinforcement Learning is A Context Modeling Problem

Receipt and verification

First computed	2026-07-05T07:32:00.672880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82612407f7a13f0854c4312201d99f3ac7ef37d536a1a1cab1e1ae8f9a7806ce

Aliases

arxiv: 2401.04934 · arxiv_version: 2401.04934v1 · doi: 10.48550/arxiv.2401.04934 · pith_short_12: QJQSIB7XUE7Q · pith_short_16: QJQSIB7XUE7QQVGE · pith_short_8: QJQSIB7X

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/QJQSIB7XUE7QQVGEGERADWM7HL \
  | 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: 82612407f7a13f0854c4312201d99f3ac7ef37d536a1a1cab1e1ae8f9a7806ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a258d3c7f3a09f1b68177d13916be5f7b479deba4b63740d37a08c9ce8e3563b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-01-10T05:07:42Z",
    "title_canon_sha256": "e1023f0a3710b60ee154dfa071fd29791acfdcf9097f95842626d70d35133541"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.04934",
    "kind": "arxiv",
    "version": 1
  }
}