Pith Number

pith:RU4SZ66P

pith:2024:RU4SZ66P5KOQZAZFTWVEA74VPL

not attested not anchored not stored refs pending

Amortized Planning with Large-Scale Transformers: A Case Study on Chess

Anian Ruoss, Cannada A. Lewis, Elliot Catt, Gr\'egoire Del\'etang, Joel Veness, John Reid, Jordi Grau-Moya, Li Kevin Wenliang, Sourabh Medapati, Tim Genewein

arxiv:2402.04494 v2 · 2024-02-07 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RU4SZ66P5KOQZAZFTWVEA74VPL}

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

4 papers in Pith

ChessMimic: Per-Rating Transformer Models for Human Move, Clock, and Outcome Prediction in Online Blitz Chess

Robots Need More than VLA and World Models

LIMO: Less is More for Reasoning

PAWN: Piece Value Analysis with Neural Networks

Receipt and verification

First computed	2026-07-05T09:23:02.894778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d392cfbcfea9d0c83259daa407f957af002e6ebd22e28478aa5cd62aa208f34

Aliases

arxiv: 2402.04494 · arxiv_version: 2402.04494v2 · doi: 10.48550/arxiv.2402.04494 · pith_short_12: RU4SZ66P5KOQ · pith_short_16: RU4SZ66P5KOQZAZF · pith_short_8: RU4SZ66P

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/RU4SZ66P5KOQZAZFTWVEA74VPL \
  | 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: 8d392cfbcfea9d0c83259daa407f957af002e6ebd22e28478aa5cd62aa208f34

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9eadf72856c616c6ee5d64d2fccd8565041bba95a969671859bf08bfa4d75356",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T00:36:24Z",
    "title_canon_sha256": "646fae3b2ac553d2de10983652ccc57b66df91d8bd53d1f9c92b1ad6f9e21801"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04494",
    "kind": "arxiv",
    "version": 2
  }
}