Pith Number

pith:L4MQ45EW

pith:2023:L4MQ45EWX5DGVIAQSNAXTAW327

not attested not anchored not stored refs pending

Partially Observable Mean Field Multi-Agent Reinforcement Learning Based on Graph-Attention

Guanjun Liu, Min Yang, Ziyuan Zhou

arxiv:2304.12653 v4 · 2023-04-25 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L4MQ45EWX5DGVIAQSNAXTAW327}

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

1 paper in Pith

An Improved Multi-Agent Algorithm for Cooperative and Competitive Environments by Identifying and Encouraging Cooperation among Agents

Receipt and verification

First computed	2026-07-05T09:04:27.967872Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f190e7496bf466aa01093417982dbd7e629bf5ea8b2f334c68d5e81d7bd5b00

Aliases

arxiv: 2304.12653 · arxiv_version: 2304.12653v4 · doi: 10.48550/arxiv.2304.12653 · pith_short_12: L4MQ45EWX5DG · pith_short_16: L4MQ45EWX5DGVIAQ · pith_short_8: L4MQ45EW

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/L4MQ45EWX5DGVIAQSNAXTAW327 \
  | 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: 5f190e7496bf466aa01093417982dbd7e629bf5ea8b2f334c68d5e81d7bd5b00

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7100c02772613ad918902d167840790b46ea7fd1d3d36fa1f77b6a334894c7dc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-04-25T08:38:32Z",
    "title_canon_sha256": "d784881bffc068e56a76f904d015fa89dcb10c1cc8af7d5b6d3910533e0afbe5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.12653",
    "kind": "arxiv",
    "version": 4
  }
}