Pith Number

pith:X4FQ3F2D

pith:2025:X4FQ3F2DOX5JR3DUPN7KRO4DRK

not attested not anchored not stored refs pending

Cross-Task Experiential Learning on LLM-based Multi-Agent Collaboration

Cheng Yang, Chen Qian, Lei Han, Maosong Sun, Ruijie Shi, Weichuan Liu, Weize Chen, Xuantang Xiong, Ye Tian, Yilong Li, Yufan Dang, Yu Xia, Zhiyuan Liu, Zihao Xie, Ziming You

arxiv:2505.23187 v1 · 2025-05-29 · cs.CL · 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{X4FQ3F2DOX5JR3DUPN7KRO4DRK}

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

Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems

CoMIC: Collaborative Memory and Insights Circulation for Long-Horizon LLM Agents in Cloud-Edge Systems

Receipt and verification

First computed	2026-07-05T11:11:57.197586Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf0b0d974375fa98ec747b7ea8bb838a954b960714ee72d3cc479ecf437651bf

Aliases

arxiv: 2505.23187 · arxiv_version: 2505.23187v1 · doi: 10.48550/arxiv.2505.23187 · pith_short_12: X4FQ3F2DOX5J · pith_short_16: X4FQ3F2DOX5JR3DU · pith_short_8: X4FQ3F2D

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/X4FQ3F2DOX5JR3DUPN7KRO4DRK \
  | 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: bf0b0d974375fa98ec747b7ea8bb838a954b960714ee72d3cc479ecf437651bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca6195acfe916bf89df39802bec471e5c99eeb6736ca5f06daf809bf73f6f9e5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-29T07:24:37Z",
    "title_canon_sha256": "d6924a9656af8df05377c64383affe8c283d7fcbaa7ff9eb3ac497a02eb9462c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23187",
    "kind": "arxiv",
    "version": 1
  }
}