Pith Number

pith:2TWCXKMG

pith:2024:2TWCXKMGLPAGS4U2C6XC45WTX2

not attested not anchored not stored refs pending

Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence

Achin Kulshrestha, Chen-Yu Lee, Hamid Palangi, Lesly Miculicich, Nathalie Rauschmayr, Sayna Ebrahimi, Shangbin Feng, Tomas Pfister, Yejin Choi, Yike Wang, Yulia Tsvetkov, Zifeng Wang

arxiv:2410.11163 v2 · 2024-10-15 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2TWCXKMGLPAGS4U2C6XC45WTX2}

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 Scaling: Agents Are Heading to the Edge

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration

Receipt and verification

First computed	2026-07-05T11:13:14.145348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4ec2ba9865bc069729a17ae2e76d3be974978183d21d62dea6e18089d58edd6

Aliases

arxiv: 2410.11163 · arxiv_version: 2410.11163v2 · doi: 10.48550/arxiv.2410.11163 · pith_short_12: 2TWCXKMGLPAG · pith_short_16: 2TWCXKMGLPAGS4U2 · pith_short_8: 2TWCXKMG

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/2TWCXKMGLPAGS4U2C6XC45WTX2 \
  | 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: d4ec2ba9865bc069729a17ae2e76d3be974978183d21d62dea6e18089d58edd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12ef021e77d40cd2a8762554d811f7714d7b774e081ea97b850c779bb083d393",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-15T00:59:17Z",
    "title_canon_sha256": "62ad5822683bb87ced71436383c7c178108ae34cd776662687c9e4cd4ea50e8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.11163",
    "kind": "arxiv",
    "version": 2
  }
}