Pith Number

pith:QAMTBXI5

pith:2025:QAMTBXI5NS3JU7QM7ERVMNFFZO

not attested not anchored not stored refs pending

Transformers in Pseudo-Random Number Generation: A Dual Perspective on Theory and Practice

Lingshu Zeng, Ran Li

arxiv:2508.01134 v1 · 2025-08-02 · 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{QAMTBXI5NS3JU7QM7ERVMNFFZO}

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	2026-07-05T11:47:33.609662Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

801930dd1d6cb69a7e0cf9235634a5cb8e0e701987d9c09602c62029a2b44663

Aliases

arxiv: 2508.01134 · arxiv_version: 2508.01134v1 · doi: 10.48550/arxiv.2508.01134 · pith_short_12: QAMTBXI5NS3J · pith_short_16: QAMTBXI5NS3JU7QM · pith_short_8: QAMTBXI5

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/QAMTBXI5NS3JU7QM7ERVMNFFZO \
  | 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: 801930dd1d6cb69a7e0cf9235634a5cb8e0e701987d9c09602c62029a2b44663

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3727cab92eebc2a58b205a901f3760b74b330a2153310062cfa3f745f48ba130",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-02T01:31:53Z",
    "title_canon_sha256": "2ef2e24a4fbd4cbd026141aa2ea39015e5e8ac5d535458e9770561b17a222740"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01134",
    "kind": "arxiv",
    "version": 1
  }
}