Pith Number

pith:476UK52V

pith:2024:476UK52VWIOZCURVC2LAAFSAW6

not attested not anchored not stored refs pending

Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

Biqing Qi, Bowen Zhou, Haoyang Su, Hui Li, Jinzhe Li, Nanqing Dong, Philip Torr, Qi Wu, Renqi Chen, Shixiang Tang, Wanli Ouyang, Xinzhe Zheng, Zhenfei Yin

arxiv:2410.09403 v4 · 2024-10-12 · cs.AI · cs.CL · cs.CV · cs.LG · 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{476UK52VWIOZCURVC2LAAFSAW6}

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

4 papers in Pith

Graphs of Research: Citation Evolution Graphs as Supervision for Research Idea Generation

Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator

Unlocking LLM Creativity in Science through Analogical Reasoning

Diversity Collapse in Multi-Agent LLM Systems: Structural Coupling and Collective Failure in Open-Ended Idea Generation

Receipt and verification

First computed	2026-07-05T11:10:01.454792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7fd457755b21d9152351696001640b786104095e35f02518fe6f018dd69ccaa

Aliases

arxiv: 2410.09403 · arxiv_version: 2410.09403v4 · doi: 10.48550/arxiv.2410.09403 · pith_short_12: 476UK52VWIOZ · pith_short_16: 476UK52VWIOZCURV · pith_short_8: 476UK52V

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/476UK52VWIOZCURVC2LAAFSAW6 \
  | 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: e7fd457755b21d9152351696001640b786104095e35f02518fe6f018dd69ccaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29dfddb3530be9bb16ed302285b8a29f967446adb9716c5006bf7d565ec28042",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-12T07:16:22Z",
    "title_canon_sha256": "118fac1e2068117fb9505f6a43e5bf23b60627b9d77e64b5c1e23e3158ee589f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09403",
    "kind": "arxiv",
    "version": 4
  }
}