Pith Number

pith:MUW4RJLC

pith:2019:MUW4RJLCDHXYHDGARLDAIJNIUD

not attested not anchored not stored refs pending

Option-Critic in Cooperative Multi-agent Systems

Andrei Lupu, Doina Precup, Jhelum Chakravorty, Julien Roy, Maxime Chevalier-Boisvert, Nadeem Ward, Sumana Basu

arxiv:1911.12825 v3 · 2019-11-28 · cs.AI · cs.MA · cs.SY · eess.SY · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MUW4RJLCDHXYHDGARLDAIJNIUD}

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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

Robust Instruction Compliance in Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:49:25.481498Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

652dc8a56219ef838cc08ac60425a8a0ea2f469d8d2f77819ee786f19ed752b3

Aliases

arxiv: 1911.12825 · arxiv_version: 1911.12825v3 · doi: 10.48550/arxiv.1911.12825 · pith_short_12: MUW4RJLCDHXY · pith_short_16: MUW4RJLCDHXYHDGA · pith_short_8: MUW4RJLC

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/MUW4RJLCDHXYHDGARLDAIJNIUD \
  | 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: 652dc8a56219ef838cc08ac60425a8a0ea2f469d8d2f77819ee786f19ed752b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8cdcd09064667d7e89dd03f36ba470112fbe7edd3a39de2cf710a60ed83eb3ef",
    "cross_cats_sorted": [
      "cs.MA",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-11-28T18:38:19Z",
    "title_canon_sha256": "03c040fe22443dfeb4d51cb88ad92b5e6a2b8a68232aca1c0a91c8a375e24a37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.12825",
    "kind": "arxiv",
    "version": 3
  }
}