Pith Number

pith:TMBXCO5V

pith:2024:TMBXCO5VCORYUDWMGGOGHVS4UG

not attested not anchored not stored refs pending

Mastering Chess with a Transformer Model

Daniel Monroe, Philip A. Chalmers

arxiv:2409.12272 v2 · 2024-09-18 · 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{TMBXCO5VCORYUDWMGGOGHVS4UG}

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

Matilda: Engine-Agnostic Search with Human Policy Guidance

Robots Need More than VLA and World Models

Receipt and verification

First computed	2026-07-05T09:27:05.034430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b03713bb513a38a0ecc319c63d65ca1a897233db0cc80ffe05c06b6d3bd75be

Aliases

arxiv: 2409.12272 · arxiv_version: 2409.12272v2 · doi: 10.48550/arxiv.2409.12272 · pith_short_12: TMBXCO5VCORY · pith_short_16: TMBXCO5VCORYUDWM · pith_short_8: TMBXCO5V

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/TMBXCO5VCORYUDWMGGOGHVS4UG \
  | 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: 9b03713bb513a38a0ecc319c63d65ca1a897233db0cc80ffe05c06b6d3bd75be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c23a3ed5ee8717c69d67d2af56bb811815d215a431c8bb34fdb14301d06ba4d7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-18T19:05:21Z",
    "title_canon_sha256": "93d2b03a4a2728d4d81b7879dafe9ea06de23becc4f60d3d8691cb670831e6a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12272",
    "kind": "arxiv",
    "version": 2
  }
}