Pith Number

pith:F2AHTF4B

pith:2023:F2AHTF4BYW67D77AT44S4MUBVW

not attested not anchored not stored refs pending

A Review of Cooperation in Multi-agent Learning

Joel Z. Leibo, Peter Sunehag, Richard Willis, Usman Islam, Yali Du

arxiv:2312.05162 v1 · 2023-12-08 · cs.MA · cs.AI · cs.GT · 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{F2AHTF4BYW67D77AT44S4MUBVW}

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 to cooperate with emergent reputation via multi-agent reinforcement learning

Emergent Social Intelligence Risks in Generative Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T07:21:57.712444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e80799781c5bdf1ffe09f392e3281ad840d7ea7aabff7d2b732711f02ae24b7

Aliases

arxiv: 2312.05162 · arxiv_version: 2312.05162v1 · doi: 10.48550/arxiv.2312.05162 · pith_short_12: F2AHTF4BYW67 · pith_short_16: F2AHTF4BYW67D77A · pith_short_8: F2AHTF4B

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/F2AHTF4BYW67D77AT44S4MUBVW \
  | 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: 2e80799781c5bdf1ffe09f392e3281ad840d7ea7aabff7d2b732711f02ae24b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2007d7328d99de92a4e3c0b8611fc05bf0f77ba43d49df29774997bbdad90fa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-12-08T16:42:15Z",
    "title_canon_sha256": "f11ef589904173bb6bc6d7d9d35b74d5ec1627cc666522a752e2403d2019ae8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05162",
    "kind": "arxiv",
    "version": 1
  }
}