Pith Number

pith:LXKEYMNJ

pith:2026:LXKEYMNJGPBMHP5WHXR6S57A4Q

not attested not anchored not stored refs pending

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems

Bin Zhang, Biqing Qi, Erhan Zhang, Haitao Li, Jiaxin Mao, Jinyuan Feng, Lingyong Yan, Qi Liu, Rui Li, Shijie Wang, Wei Yang, Xiaochi Wei, Yan Gao, Yao Hu, Yiqun Chen, Yi Wu, Zechun Niu

arxiv:2605.26646 v1 · 2026-05-26 · cs.AI · cs.CL · 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{LXKEYMNJGPBMHP5WHXR6S57A4Q}

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	2026-05-27T01:06:03.928303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dd44c31a933c2c3bfb63de3e977e0e402dc5d56048ad7aca3c971ee97f2d148

Aliases

arxiv: 2605.26646 · arxiv_version: 2605.26646v1 · doi: 10.48550/arxiv.2605.26646 · pith_short_12: LXKEYMNJGPBM · pith_short_16: LXKEYMNJGPBMHP5W · pith_short_8: LXKEYMNJ

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/LXKEYMNJGPBMHP5WHXR6S57A4Q \
  | 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: 5dd44c31a933c2c3bfb63de3e977e0e402dc5d56048ad7aca3c971ee97f2d148

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fad35e7854e513a31cf406b699ee177f10f10fca3dc5889b35066b93c8e54ef2",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-26T07:30:03Z",
    "title_canon_sha256": "ab9dcccf1d81af46e8c46a71b8093659ee01d59dcb961cbf85d9c1aece3bfcf4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.26646",
    "kind": "arxiv",
    "version": 1
  }
}