Pith Number

pith:I4HYREWY

pith:2025:I4HYREWYBZNT7KDDBCPOUZGDQF

not attested not anchored not stored refs pending

PMAT: Optimizing Action Generation Order in Multi-Agent Reinforcement Learning

Kun Hu, Minglong Li, Minne Li, Muning Wen, Shao Zhang, Xihuai Wang, Ying Wen, Yiwei Shi

arxiv:2502.16496 v1 · 2025-02-23 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I4HYREWYBZNT7KDDBCPOUZGDQF}

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.

Receipt and verification

First computed	2026-07-05T10:18:54.324245Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

470f8892d80e5b3fa863089eea64c38171eb40520e4170bc2611b6c9ea676861

Aliases

arxiv: 2502.16496 · arxiv_version: 2502.16496v1 · doi: 10.48550/arxiv.2502.16496 · pith_short_12: I4HYREWYBZNT · pith_short_16: I4HYREWYBZNT7KDD · pith_short_8: I4HYREWY

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/I4HYREWYBZNT7KDDBCPOUZGDQF \
  | 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: 470f8892d80e5b3fa863089eea64c38171eb40520e4170bc2611b6c9ea676861

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "349ba31d98c24efab2b4c2d330315c99b3e3641afc27b38a7c967f845ff6e09f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-23T08:30:14Z",
    "title_canon_sha256": "b35e55945d6d0b5426a800de434e23790cc244231006ea260cdded80299275bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16496",
    "kind": "arxiv",
    "version": 1
  }
}