Pith Number

pith:BVQGL67Q

pith:2025:BVQGL67QBSNCNCH7BC3ME5B74P

not attested not anchored not stored refs pending

MARFT: Multi-Agent Reinforcement Fine-Tuning

Jun Wang, Junwei Liao, Muning Wen, Weinan Zhang

arxiv:2504.16129 v5 · 2025-04-21 · cs.MA · cs.AI · cs.LG · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BVQGL67QBSNCNCH7BC3ME5B74P}

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

12 papers in Pith

Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems

Learning from Self-Debate: Preparing Reasoning Models for Multi-Agent Debate

AIPO: Learning to Reason from Active Interaction

Learning Decentralized LLM Collaboration with Multi-Agent Actor Critic

A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Receipt and verification

First computed	2026-06-02T01:03:31.278171Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d6065fbf00c9a2688ff08b6c2743fe3c9af2d6ec2f973fcf9372591293719ce

Aliases

arxiv: 2504.16129 · arxiv_version: 2504.16129v5 · doi: 10.48550/arxiv.2504.16129 · pith_short_12: BVQGL67QBSNC · pith_short_16: BVQGL67QBSNCNCH7 · pith_short_8: BVQGL67Q

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/BVQGL67QBSNCNCH7BC3ME5B74P \
  | 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: 0d6065fbf00c9a2688ff08b6c2743fe3c9af2d6ec2f973fcf9372591293719ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "336e0a9c7647277250c62c3de943c9635a57288917e24209a2b1b2589dfce52b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-04-21T07:03:54Z",
    "title_canon_sha256": "61fdee7f5c822a2f7cf8d5c84aca2b5db9bf3e79c8c70b20d35e6db90d1ec21e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16129",
    "kind": "arxiv",
    "version": 5
  }
}