Pith Number

pith:AHXPB7YQ

pith:2025:AHXPB7YQ3UQGBTCV2I7WZDFZ2X

not attested not anchored not stored refs pending

Meta-Thinking in LLMs via Multi-Agent Reinforcement Learning: A Survey

Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Ali Jamshed, Muhammad Awais Khan Bangash, Muhammad Umer

arxiv:2504.14520 v1 · 2025-04-20 · cs.AI · 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{AHXPB7YQ3UQGBTCV2I7WZDFZ2X}

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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

Weak-Link Optimization for Multi-Agent Reasoning and Collaboration

Human Cognition in Machines: A Unified Perspective of World Models

HiPO: Hierarchical Preference Optimization for Adaptive Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T10:51:44.714972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01eef0ff10dd2060cc55d23f6c8cb9d5ffce1e1d140397f657bfbccbfae9395b

Aliases

arxiv: 2504.14520 · arxiv_version: 2504.14520v1 · doi: 10.48550/arxiv.2504.14520 · pith_short_12: AHXPB7YQ3UQG · pith_short_16: AHXPB7YQ3UQGBTCV · pith_short_8: AHXPB7YQ

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/AHXPB7YQ3UQGBTCV2I7WZDFZ2X \
  | 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: 01eef0ff10dd2060cc55d23f6c8cb9d5ffce1e1d140397f657bfbccbfae9395b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8410740631309b9d4f33e41bf73641f3afd0cbf141b1a1d51d2c6e6f7b99738b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-20T07:34:26Z",
    "title_canon_sha256": "335578b59bf2f86886afb7d745483c674141cd15f62f0c11dadb666e7297183b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14520",
    "kind": "arxiv",
    "version": 1
  }
}