Pith. sign in
Pith Number

pith:EVQGUZIE

pith:2025:EVQGUZIEWMJR4WKOQI7Y3BEANY
not attested not anchored not stored refs pending

MASTER: A Multi-Agent System with LLM Specialized MCTS

Bingzheng Gan, Changwang Zhang, Jing Huang, Shu Xian Teo, Tianyi Zhang, Wei Shi, Yufan Zhao, Yusu Li

arxiv:2501.14304 v2 · 2025-01-24 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EVQGUZIEWMJR4WKOQI7Y3BEANY}

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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.
Receipt and verification
First computed 2026-07-05T10:09:15.279797Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

25606a6504b3131e594e823f8d84806e064cfb5aba71e945192b29d6d976c5f3

Aliases

arxiv: 2501.14304 · arxiv_version: 2501.14304v2 · doi: 10.48550/arxiv.2501.14304 · pith_short_12: EVQGUZIEWMJR · pith_short_16: EVQGUZIEWMJR4WKO · pith_short_8: EVQGUZIE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EVQGUZIEWMJR4WKOQI7Y3BEANY \
  | 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: 25606a6504b3131e594e823f8d84806e064cfb5aba71e945192b29d6d976c5f3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b93dbda9fe2067b1bbd5f8daec6546c6ebb9fd7e67086b0f99760251add59e41",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-24T08:01:11Z",
    "title_canon_sha256": "b2e87ea3d3e266d9a98820f41b6f76ab7ede697e6b3eb150033e8ffd5740e549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14304",
    "kind": "arxiv",
    "version": 2
  }
}