Pith Number

pith:NGJG4PUA

pith:2024:NGJG4PUA6BADUYDFDFBLAUGKHW

not attested not anchored not stored refs pending

ACC-Collab: An Actor-Critic Approach to Multi-Agent LLM Collaboration

Andrew Estornell, Jean-Francois Ton, Yang Liu, Yuanshun Yao

arxiv:2411.00053 v3 · 2024-10-30 · cs.CL · 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{NGJG4PUA6BADUYDFDFBLAUGKHW}

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

CAF-Gen: A Multi-Agent System for Enriching Argumentation Structures

AgentNLQ: A General-Purpose Agent for Natural Language to SQL

Iterative Critique-and-Routing Controller for Multi-Agent Systems with Heterogeneous LLMs

Receipt and verification

First computed	2026-07-05T10:25:13.202967Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69926e3e80f0403a60651942b050ca3d83be3a69f87f1d60ee7cd9bc4e3f2ed2

Aliases

arxiv: 2411.00053 · arxiv_version: 2411.00053v3 · doi: 10.48550/arxiv.2411.00053 · pith_short_12: NGJG4PUA6BAD · pith_short_16: NGJG4PUA6BADUYDF · pith_short_8: NGJG4PUA

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/NGJG4PUA6BADUYDFDFBLAUGKHW \
  | 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: 69926e3e80f0403a60651942b050ca3d83be3a69f87f1d60ee7cd9bc4e3f2ed2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e44f66e7fbd9090783e6b3222b1a82e45c27737c8159ad5bdce344692f5c5a1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-30T19:09:02Z",
    "title_canon_sha256": "d770405636e67f42c6fee0a4606c74680d287354767b0aa308a9ac53a6ed4178"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00053",
    "kind": "arxiv",
    "version": 3
  }
}