Pith Number

pith:QTWYAME4

pith:2025:QTWYAME4S27DJ4TKUSVKJNOTNW

not attested not anchored not stored refs pending

(How) Can Transformers Predict Pseudo-Random Numbers?

Darshil Doshi, Dayal Singh Kalra, Maissam Barkeshli, Tao Tao, Tianyu He

arxiv:2502.10390 v2 · 2025-02-14 · cs.LG · cond-mat.dis-nn · cs.CR · 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{QTWYAME4S27DJ4TKUSVKJNOTNW}

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.

Receipt and verification

First computed	2026-07-05T11:34:04.489663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84ed80309c96be34f26aa4aaa4b5d36db47af5819df605035c3e1ad9c8de3365

Aliases

arxiv: 2502.10390 · arxiv_version: 2502.10390v2 · doi: 10.48550/arxiv.2502.10390 · pith_short_12: QTWYAME4S27D · pith_short_16: QTWYAME4S27DJ4TK · pith_short_8: QTWYAME4

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/QTWYAME4S27DJ4TKUSVKJNOTNW \
  | 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: 84ed80309c96be34f26aa4aaa4b5d36db47af5819df605035c3e1ad9c8de3365

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a31e7308d02daacb2a2fdbd2525389ce006a5b3b067a63b6f1d27e4a9a6cc9ce",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-14T18:59:40Z",
    "title_canon_sha256": "3d1b1a6af85e6c5ee76967f349ba90cce5fe4a746eb444f4362e0e91802ce0b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10390",
    "kind": "arxiv",
    "version": 2
  }
}