Pith Number

pith:V6XPQS4W

pith:2023:V6XPQS4W6HZRZQ46FEAOAGVSS4

not attested not anchored not stored refs pending

Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Amirhossein Nadiri, Yashar Talebirad

arxiv:2306.03314 v1 · 2023-06-05 · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V6XPQS4W6HZRZQ46FEAOAGVSS4}

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

29 papers in Pith

How to Steer Your Multi-Agent System: Human-LLM Collaborative Planning

MALLM-GAN: Multi-Agent Large Language Model as Generative Adversarial Network for Synthesizing Tabular Data

Language Model Networks: Supervision-Efficient Learning through Dense Communication

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis

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

Receipt and verification

First computed	2026-05-17T23:38:49.024633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afaef84b96f1f31cc39e2900e01ab2970fcb193f5913b73343b9912c98572728

Aliases

arxiv: 2306.03314 · arxiv_version: 2306.03314v1 · doi: 10.48550/arxiv.2306.03314 · pith_short_12: V6XPQS4W6HZR · pith_short_16: V6XPQS4W6HZRZQ46 · pith_short_8: V6XPQS4W

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/V6XPQS4W6HZRZQ46FEAOAGVSS4 \
  | 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: afaef84b96f1f31cc39e2900e01ab2970fcb193f5913b73343b9912c98572728

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7840fb9530581be2d8368f4cd85448487b636a0311b03d4e285bbae6240ff4e",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-05T23:55:37Z",
    "title_canon_sha256": "fcc36a190673557612303a1793bbb5a15996d8be871094cf905a08ff8dc57d45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03314",
    "kind": "arxiv",
    "version": 1
  }
}