Pith Number

pith:4OBM5MV6

pith:2025:4OBM5MV6U76SYN2T23BTVIB462

not attested not anchored not stored refs pending

GenAI-based Multi-Agent Reinforcement Learning towards Distributed Agent Intelligence: A Generative-RL Agent Perspective

Hang Wang, Junshan Zhang

arxiv:2507.09495 v1 · 2025-07-13 · cs.AI · cs.ET · cs.HC · cs.RO · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4OBM5MV6U76SYN2T23BTVIB462}

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

1 paper in Pith

Decision-Theoretic Safety Assessment of Persona-Driven Multi-Agent Systems in O-RAN

Receipt and verification

First computed	2026-07-05T11:36:10.062876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e382ceb2bea7fd2c3753d6c33aa03cf6a2afdffd8b70a61dec527f0408ed69ae

Aliases

arxiv: 2507.09495 · arxiv_version: 2507.09495v1 · doi: 10.48550/arxiv.2507.09495 · pith_short_12: 4OBM5MV6U76S · pith_short_16: 4OBM5MV6U76SYN2T · pith_short_8: 4OBM5MV6

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/4OBM5MV6U76SYN2T23BTVIB462 \
  | 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: e382ceb2bea7fd2c3753d6c33aa03cf6a2afdffd8b70a61dec527f0408ed69ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d10fc8d82ebd92146253cee7415ae76cf6587260bd2c3f71e323012ba50d8e95",
    "cross_cats_sorted": [
      "cs.ET",
      "cs.HC",
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-13T05:02:43Z",
    "title_canon_sha256": "e0b9c2526072eef4a55d36388080237f80f38af2a37e273f32fdbdb2d67d5ce3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.09495",
    "kind": "arxiv",
    "version": 1
  }
}