Pith Number

pith:PW56ZQ23

pith:2023:PW56ZQ23YFN4OPB3RP3SWF4POK

not attested not anchored not stored refs pending

Counterfactual Conservative Q Learning for Offline Multi-agent Reinforcement Learning

Chen Chen, Hongchang Zhang, Jianzhun Shao, Xiangyang Ji, Yun Qu

arxiv:2309.12696 v1 · 2023-09-22 · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PW56ZQ23YFN4OPB3RP3SWF4POK}

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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

Offline Multi-agent Reinforcement Learning via Sequential Score Decomposition

Receipt and verification

First computed	2026-07-05T06:53:16.359171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7dbbecc35bc15bc73c3b8bf72b178f72b96ab94dc3066e203c17a4a457cad66b

Aliases

arxiv: 2309.12696 · arxiv_version: 2309.12696v1 · doi: 10.48550/arxiv.2309.12696 · pith_short_12: PW56ZQ23YFN4 · pith_short_16: PW56ZQ23YFN4OPB3 · pith_short_8: PW56ZQ23

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/PW56ZQ23YFN4OPB3RP3SWF4POK \
  | 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: 7dbbecc35bc15bc73c3b8bf72b178f72b96ab94dc3066e203c17a4a457cad66b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2693fc3ec9fda04c8ac454b889d316d91f1c8603a45bc5851219a8cd78b43e8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-09-22T08:10:25Z",
    "title_canon_sha256": "be01d8fc15317992c3a7da1a99c2c25615dfefd446fa6099ea09c8afebea27dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12696",
    "kind": "arxiv",
    "version": 1
  }
}