Pith Number

pith:XWD5XKUG

pith:2025:XWD5XKUG3EUVTFDFFWN4H66XMM

not attested not anchored not stored refs pending

MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning

Asuman Ozdaglar, Chanwoo Park, Joo-Kyung Kim, Kaiqing Zhang, Seungju Han, Xingzhi Guo

arxiv:2502.18439 v2 · 2025-02-25 · 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{XWD5XKUG3EUVTFDFFWN4H66XMM}

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

3 papers in Pith

Mathematical methods of reinforcement learning

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory

Reinforced Collaboration in Multi-Agent Flow Networks

Receipt and verification

First computed	2026-07-05T11:35:53.726627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd87dbaa86d9295994652d9bc3fbd76320cd9a7787bb9f63f806b718ee9e732c

Aliases

arxiv: 2502.18439 · arxiv_version: 2502.18439v2 · doi: 10.48550/arxiv.2502.18439 · pith_short_12: XWD5XKUG3EUV · pith_short_16: XWD5XKUG3EUVTFDF · pith_short_8: XWD5XKUG

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/XWD5XKUG3EUVTFDFFWN4H66XMM \
  | 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: bd87dbaa86d9295994652d9bc3fbd76320cd9a7787bb9f63f806b718ee9e732c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e80aa4e39889b9786cc310ff84fb7cdbc9ead11396f9dd7522b41fa5b056b463",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-25T18:33:48Z",
    "title_canon_sha256": "34a0365d303a652a7236a17d9152295560b03c249906a134bcc6d3ca812a2ec5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18439",
    "kind": "arxiv",
    "version": 2
  }
}