Pith Number

pith:XFJQVZGU

pith:2021:XFJQVZGUXFPYKGF6M6ZFIESFWD

not attested not anchored not stored refs pending

Rethinking the Implementation Tricks and Monotonicity Constraint in Cooperative Multi-Agent Reinforcement Learning

Haibin Wu, Jian Hu, Seth Austin Harding, Shih-wei Liao, Siyang Jiang

arxiv:2102.03479 v19 · 2021-02-06 · cs.LG · cs.AI · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XFJQVZGUXFPYKGF6M6ZFIESFWD}

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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

3 papers in Pith

Hierarchical Reinforcement Learning in StarCraft Micromanagement with Influence Maps and Cluster-based Scripts

Adaptive TD-Lambda for Cooperative Multi-agent Reinforcement Learning

Wireless Communication Enhanced Value Decomposition for Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:18:34.438929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9530ae4d4b95f8518be67b2541245b0c6c8e072fbc236c00ef5267d986a100f

Aliases

arxiv: 2102.03479 · arxiv_version: 2102.03479v19 · doi: 10.48550/arxiv.2102.03479 · pith_short_12: XFJQVZGUXFPY · pith_short_16: XFJQVZGUXFPYKGF6 · pith_short_8: XFJQVZGU

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/XFJQVZGUXFPYKGF6M6ZFIESFWD \
  | 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: b9530ae4d4b95f8518be67b2541245b0c6c8e072fbc236c00ef5267d986a100f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d24eeedaacb3b500c69781bd53958bcabff7007f1fc4f47777f995b00284236",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-06T02:28:09Z",
    "title_canon_sha256": "1b2c9abbee7e35f9c49f1bd5af6f6d51b5f066b448d93b65652a115180b09503"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.03479",
    "kind": "arxiv",
    "version": 19
  }
}