Pith Number

pith:EOWV7L6P

pith:2025:EOWV7L6PDAOLCUXC62VEREOIXO

not attested not anchored not stored refs pending

General Intelligence Requires Reward-based Pretraining

Jyothish Pari, Pulkit Agrawal, Samuel J. Gershman, Seungwook Han

arxiv:2502.19402 v3 · 2025-02-26 · 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{EOWV7L6PDAOLCUXC62VEREOIXO}

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

1 paper in Pith

Transformers Pretrained on Procedural Data Contain Modular Structures for Algorithmic Reasoning

Receipt and verification

First computed	2026-07-05T11:59:11.145983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23ad5fafcf181cb152e2f6aa4891c8bba117a6f50bb46c70c5fb182669406b64

Aliases

arxiv: 2502.19402 · arxiv_version: 2502.19402v3 · doi: 10.48550/arxiv.2502.19402 · pith_short_12: EOWV7L6PDAOL · pith_short_16: EOWV7L6PDAOLCUXC · pith_short_8: EOWV7L6P

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/EOWV7L6PDAOLCUXC62VEREOIXO \
  | 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: 23ad5fafcf181cb152e2f6aa4891c8bba117a6f50bb46c70c5fb182669406b64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2a3ab8daee2f84530465a13cc18e1bb8839719744beecd0d946c7fd41202da6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-26T18:51:12Z",
    "title_canon_sha256": "80863ce735bdcff07c2748aead466c51884bde9640d05fae6ab2217e95ea8fc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19402",
    "kind": "arxiv",
    "version": 3
  }
}