Pith Number

pith:7OXBYWU2

pith:2023:7OXBYWU2FFR4AMJ444AN7E3KWE

not attested not anchored not stored refs pending

MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration

Daquan Zhou, Hongyu Ren, Jiashi Feng, Kurt Keutzer, Lin Xu, See Kiong Ng, Zhen Dong, Zhiyuan Hu

arxiv:2311.08562 v3 · 2023-11-14 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7OXBYWU2FFR4AMJ444AN7E3KWE}

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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

4 papers in Pith

VS-Bench: Evaluating VLMs for Strategic Abilities in Multi-Agent Environments

When Identity Overrides Incentives: Representational Choices as Governance Decisions in Multi-Agent LLM Systems

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

SOM: Structured Opponent Modeling for LLM-based Agents via Structural Causal Model

Receipt and verification

First computed	2026-07-05T09:40:54.026591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbae1c5a9a2963c0313ce700df936ab1244f4e32e6b146cf8ecb6dc7728f8695

Aliases

arxiv: 2311.08562 · arxiv_version: 2311.08562v3 · doi: 10.48550/arxiv.2311.08562 · pith_short_12: 7OXBYWU2FFR4 · pith_short_16: 7OXBYWU2FFR4AMJ4 · pith_short_8: 7OXBYWU2

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/7OXBYWU2FFR4AMJ444AN7E3KWE \
  | 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: fbae1c5a9a2963c0313ce700df936ab1244f4e32e6b146cf8ecb6dc7728f8695

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6f4ac63430d0ff016ec7ef364cc728602764cd3417043690ed4ea1998d61f38",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-14T21:46:27Z",
    "title_canon_sha256": "b89dbd94f5e8fb9100185c37324bf62f381c79ea1e6db431ed6778ce68226930"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.08562",
    "kind": "arxiv",
    "version": 3
  }
}