Pith Number

pith:FH7ELPHA

pith:2025:FH7ELPHAL4WQJCZ7NTLZFENGLA

not attested not anchored not stored refs pending

Monte Carlo Tree Search for Comprehensive Exploration in LLM-Based Automatic Heuristic Design

Bryan Hooi, Zhenkun Wang, Zhi Zheng, Zhuoliang Xie

arxiv:2501.08603 v3 · 2025-01-15 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FH7ELPHAL4WQJCZ7NTLZFENGLA}

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

11 papers in Pith

Geometry-Aware MCTS for Extremal Problems in Combinatorial Geometry

Scientific discovery as meta-optimization: a combinatorial optimization case study

MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design

AlphaMemo: Structured Search-Process Memory for Self-Evolving Alpha Mining Agents

Receipt and verification

First computed	2026-07-05T10:07:47.680748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29fe45bce05f2d048b3f6cd79291a6583bcc5f2783e550452f96e68dad62d2f7

Aliases

arxiv: 2501.08603 · arxiv_version: 2501.08603v3 · doi: 10.48550/arxiv.2501.08603 · pith_short_12: FH7ELPHAL4WQ · pith_short_16: FH7ELPHAL4WQJCZ7 · pith_short_8: FH7ELPHA

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/FH7ELPHAL4WQJCZ7NTLZFENGLA \
  | 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: 29fe45bce05f2d048b3f6cd79291a6583bcc5f2783e550452f96e68dad62d2f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66d2705601bde244489894df2fd57d1994c0423c3d650c6961b64ea339b2f432",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-15T06:00:50Z",
    "title_canon_sha256": "12d9b1a7dccaa67ef66841f65a8d95750bd7450ea62fb83f86cfa0860eb96658"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.08603",
    "kind": "arxiv",
    "version": 3
  }
}