Pith Number

pith:7DP36N5A

pith:2025:7DP36N5A4UJWDCRBUAEY2KKZ6X

not attested not anchored not stored refs pending

Leveraging Large Language Models for Effective and Explainable Multi-Agent Credit Assignment

Dayi Dong, Jean-Baptiste Bouvier, Kartik Nagpal, Negar Mehr

arxiv:2502.16863 v1 · 2025-02-24 · cs.MA · 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{7DP36N5A4UJWDCRBUAEY2KKZ6X}

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

5 papers in Pith

Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding

Clarus: Coordinating Autonomous Research Agents toward Web-Scale Scientific Collaboration

From Reasoning to Agentic: Credit Assignment in Reinforcement Learning for Large Language Models

Receipt and verification

First computed	2026-07-05T10:19:01.170775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8dfbf37a0e513618a21a0098d2959f5d52ccb5716162d0e8cc1d7b930d3c673

Aliases

arxiv: 2502.16863 · arxiv_version: 2502.16863v1 · doi: 10.48550/arxiv.2502.16863 · pith_short_12: 7DP36N5A4UJW · pith_short_16: 7DP36N5A4UJWDCRB · pith_short_8: 7DP36N5A

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/7DP36N5A4UJWDCRBUAEY2KKZ6X \
  | 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: f8dfbf37a0e513618a21a0098d2959f5d52ccb5716162d0e8cc1d7b930d3c673

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b553e9b5a546589674e5f2d7deb1cfa68a4336f90b11328d54152c09017b5ed2",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-02-24T05:56:47Z",
    "title_canon_sha256": "b38ebd3e4afcc4c235788ba807c9563c13e64cc34e26bdaf5e0aa5bb81ad18ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16863",
    "kind": "arxiv",
    "version": 1
  }
}