Pith Number

pith:ROJBQUG7

pith:2025:ROJBQUG7WJ3ADQQJGC7JG7IE6D

not attested not anchored not stored refs pending

MAR:Multi-Agent Reflexion Improves Reasoning Abilities in LLMs

Daniel Dosti, Grace Wu, Honghao Zhang, Onat Ozer, Vivi De La Rue, Yuchen Wang

arxiv:2512.20845 v2 · 2025-12-23 · cs.AI · 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{ROJBQUG7WJ3ADQQJGC7JG7IE6D}

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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

3 papers in Pith

Security Considerations for Multi-agent Systems

A Communication-Theoretic Framework for LLM Agents: Cost-Aware Adaptive Reliability

TEC: A Collection of Human Trial-and-error Trajectories for Problem Solving

Receipt and verification

First computed	2026-06-09T01:05:46.748167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b921850dfb27601c20930be937d04f0e036ec9b5777e12d7af602dc5ef84661

Aliases

arxiv: 2512.20845 · arxiv_version: 2512.20845v2 · doi: 10.48550/arxiv.2512.20845 · pith_short_12: ROJBQUG7WJ3A · pith_short_16: ROJBQUG7WJ3ADQQJ · pith_short_8: ROJBQUG7

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/ROJBQUG7WJ3ADQQJGC7JG7IE6D \
  | 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: 8b921850dfb27601c20930be937d04f0e036ec9b5777e12d7af602dc5ef84661

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97e8e9fcde58325a05e46ba03d061df46766d4337997a299eba9e906cda6953e",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-12-23T23:47:31Z",
    "title_canon_sha256": "d421dd05b8f58ec3d65abc39e2942d74cd3561f0c7998bec4af357523063062f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.20845",
    "kind": "arxiv",
    "version": 2
  }
}