Pith Number

pith:CYEOZUV6

pith:2025:CYEOZUV6IRY6GPLCXXWASZJRPI

not attested not anchored not stored refs pending

Multi-agent KTO: Reinforcing Strategic Interactions of Large Language Model in Language Game

Haoyu Kuang, Peng Sun, Rong Ye, Yikai Zhang, Yongxin Zhang, Zhongyu Wei

arxiv:2501.14225 v2 · 2025-01-24 · cs.CL · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CYEOZUV6IRY6GPLCXXWASZJRPI}

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

2 papers in Pith

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Receipt and verification

First computed	2026-07-05T10:30:30.422405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1608ecd2be4471e33d62bdec0965317a171f433d4140e9a5714b7d35868fffff

Aliases

arxiv: 2501.14225 · arxiv_version: 2501.14225v2 · doi: 10.48550/arxiv.2501.14225 · pith_short_12: CYEOZUV6IRY6 · pith_short_16: CYEOZUV6IRY6GPLC · pith_short_8: CYEOZUV6

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/CYEOZUV6IRY6GPLCXXWASZJRPI \
  | 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: 1608ecd2be4471e33d62bdec0965317a171f433d4140e9a5714b7d35868fffff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cbd0e8b917066479b6c15224968538fb72b3f87e9f3b52786bac2ef896ee387",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-24T04:09:03Z",
    "title_canon_sha256": "28d2a2dae11fa9d7195426e6ba8f37ea24d9f7959b911c31676d07975561d1b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14225",
    "kind": "arxiv",
    "version": 2
  }
}