Pith Number

pith:22HF37HR

pith:2024:22HF37HRLRA2L2HM2HNB6SY5N6

not attested not anchored not stored refs pending

Mastering Board Games by External and Internal Planning with Language Models

Anian Ruoss, Cannada Lewis, Daniel Hennes, Eric Malmi, Jakub Adamek, Jeremy Shar, John Schultz, Laurel Prince, Marc Lanctot, Matej Jusup, Michael Kaisers, Nenad Toma\v{s}ev, Petar Veli\v{c}kovi\'c, Sarah Perrin, Satinder Singh, Tom Zahavy

arxiv:2412.12119 v3 · 2024-12-02 · cs.AI · cs.CL · 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{22HF37HRLRA2L2HM2HNB6SY5N6}

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

8 papers in Pith

A Close Look At World Model Recovery In Supervised Fine-Tuned LLM Planners

Distilling Game Code World Model Generation into Lightweight Large Language Models

Extracting Search Trees from LLM Reasoning Traces Reveals Myopic Planning

Agentic Reasoning for Large Language Models

Extracting Search Trees from LLM Reasoning Traces Reveals Myopic Planning

Receipt and verification

First computed	2026-07-05T11:08:14.365340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d68e5dfcf15c41a5e8ecd1da1f4b1d6fb1a5d2184ffca0f46776f0e2e0c501c0

Aliases

arxiv: 2412.12119 · arxiv_version: 2412.12119v3 · doi: 10.48550/arxiv.2412.12119 · pith_short_12: 22HF37HRLRA2 · pith_short_16: 22HF37HRLRA2L2HM · pith_short_8: 22HF37HR

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/22HF37HRLRA2L2HM2HNB6SY5N6 \
  | 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: d68e5dfcf15c41a5e8ecd1da1f4b1d6fb1a5d2184ffca0f46776f0e2e0c501c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "471e0b6951cd42ddc80fde5338839c05b725e2954415a5d8b61cd66b29dce023",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-02T18:56:51Z",
    "title_canon_sha256": "3bf0e93617e6da9837598ed02aea3b78998ad374a844d250ab93abe26d1b2dde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12119",
    "kind": "arxiv",
    "version": 3
  }
}