Pith Number

pith:KX6HCDZL

pith:2025:KX6HCDZLR45NSYEIR43T24XHGR

not attested not anchored not stored refs pending

Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains

Antonio Torralba, Igor Mordatch, Joshua B. Tenenbaum, Shuang Li, Vighnesh Subramaniam, Yilun Du

arxiv:2501.05707 v2 · 2025-01-10 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KX6HCDZLR45NSYEIR43T24XHGR}

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

9 papers in Pith

Economy of Minds: Emerging Multi-Agent Intelligence with Economic Interactions

Mixture of Debaters: Learn to Debate at Architectural Level in Multi-Agent Reasoning

TeamTR: Trust-Region Fine-Tuning for Multi-Agent LLM Coordination

Emergent Coordination in Multi-Agent Language Models

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic

Receipt and verification

First computed	2026-07-05T10:22:55.521539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55fc710f2b8f3ad960888f373d72e7346e67fb0136f195c218d6cd0ebef31a85

Aliases

arxiv: 2501.05707 · arxiv_version: 2501.05707v2 · doi: 10.48550/arxiv.2501.05707 · pith_short_12: KX6HCDZLR45N · pith_short_16: KX6HCDZLR45NSYEI · pith_short_8: KX6HCDZL

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/KX6HCDZLR45NSYEIR43T24XHGR \
  | 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: 55fc710f2b8f3ad960888f373d72e7346e67fb0136f195c218d6cd0ebef31a85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48f0a0532369d00e6a6d9b50c7da5e11239fe50ecd514dd687deedfed43fcf11",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-10T04:35:46Z",
    "title_canon_sha256": "8f3b48668bd014f005283a1f7c0bdfff135a6aa0243ba3e6f7961d540c4cff8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05707",
    "kind": "arxiv",
    "version": 2
  }
}