Pith Number

pith:Q2AKUTI7

pith:2025:Q2AKUTI7INKKGD4WLDIYFS7Y45

not attested not anchored not stored refs pending

Swarm Intelligence Enhanced Reasoning: A Density-Driven Framework for LLM-Based Multi-Agent Optimization

Heng Zhou, Lei Bai, Peiqin Zhuang, Rui Su, Ying Zhu

arxiv:2505.17115 v2 · 2025-05-21 · cs.MA · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q2AKUTI7INKKGD4WLDIYFS7Y45}

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	2026-07-05T11:12:32.855355Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8680aa4d1f4354a30f9658d182cbf8e74835ee083e7ef02b0996a425779c135b

Aliases

arxiv: 2505.17115 · arxiv_version: 2505.17115v2 · doi: 10.48550/arxiv.2505.17115 · pith_short_12: Q2AKUTI7INKK · pith_short_16: Q2AKUTI7INKKGD4W · pith_short_8: Q2AKUTI7

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/Q2AKUTI7INKKGD4WLDIYFS7Y45 \
  | 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: 8680aa4d1f4354a30f9658d182cbf8e74835ee083e7ef02b0996a425779c135b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "809775d8f5efa1a247287757ea35c0d1692b23cf8c4c364d76b3aaf6258e56c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-05-21T15:48:13Z",
    "title_canon_sha256": "59f4ea49aabb55cb8023b2cb57c481fb76ce9552bb2afa38c7cff2e1cee6eef7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17115",
    "kind": "arxiv",
    "version": 2
  }
}