Pith Number

pith:GRN4XRHB

pith:2025:GRN4XRHB7OY7J4IB7HB3C56ZP5

not attested not anchored not stored refs pending

How to Train a Leader: Hierarchical Reasoning in Multi-Agent LLMs

Andrew Estornell, Hang Li, Jean-Francois Ton, Muhammad Faaiz Taufiq

arxiv:2507.08960 v1 · 2025-07-11 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GRN4XRHB7OY7J4IB7HB3C56ZP5}

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

2 papers in Pith

Mathematical methods of reinforcement learning

Plan First, Judge Later, Run Better: A DMAIC-Inspired Agentic System for Industrial Anomaly Detection

Receipt and verification

First computed	2026-07-05T11:36:01.182173Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

345bcbc4e1fbb1f4f101f9c3b177d97f4e60245e2654e7a00075ee2a7f343396

Aliases

arxiv: 2507.08960 · arxiv_version: 2507.08960v1 · doi: 10.48550/arxiv.2507.08960 · pith_short_12: GRN4XRHB7OY7 · pith_short_16: GRN4XRHB7OY7J4IB · pith_short_8: GRN4XRHB

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/GRN4XRHB7OY7J4IB7HB3C56ZP5 \
  | 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: 345bcbc4e1fbb1f4f101f9c3b177d97f4e60245e2654e7a00075ee2a7f343396

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d59c2aa66b5dd18f7e82864bdd16db15fffdafc215bd098c8a8756eb738264f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-07-11T18:34:07Z",
    "title_canon_sha256": "679797a70975050a3f375c6394980e9ae9cd22df6051943fc6a9fac53fd35b0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08960",
    "kind": "arxiv",
    "version": 1
  }
}