Pith Number

pith:SMDARCSI

pith:2023:SMDARCSIJLOC4TPFK7IQSTQQ5R

not attested not anchored not stored refs pending

Boosting Studies of Multi-Agent Reinforcement Learning on Google Research Football Environment: the Past, Present, and Future

Haifeng Zhang, He Jiang, Jun Wang, Weinan Zhang, Yan Song, Zheng Tian

arxiv:2309.12951 v1 · 2023-09-22 · cs.MA

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\usepackage{pith}
\pithnumber{SMDARCSIJLOC4TPFK7IQSTQQ5R}

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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

Reinforcement Learning with Discrete Diffusion Policies for Combinatorial Action Spaces

NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search

MARL-GPT: Foundation Model for Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:53:19.953013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9306088a484adc2e4de557d1094e10ec6651f738443fe2ba49866ccc62a0e708

Aliases

arxiv: 2309.12951 · arxiv_version: 2309.12951v1 · doi: 10.48550/arxiv.2309.12951 · pith_short_12: SMDARCSIJLOC · pith_short_16: SMDARCSIJLOC4TPF · pith_short_8: SMDARCSI

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/SMDARCSIJLOC4TPFK7IQSTQQ5R \
  | 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: 9306088a484adc2e4de557d1094e10ec6651f738443fe2ba49866ccc62a0e708

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38f06e084677fd5574272861f6d7117e02005da039cb210496930388e9830e53",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-09-22T15:50:07Z",
    "title_canon_sha256": "a81f5d82fe1f59fc3e8fc9d41c17ca34523568b7f1c4fd697ccf3ca30f87728a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.12951",
    "kind": "arxiv",
    "version": 1
  }
}