Pith Number

pith:27VRVUAD

pith:2024:27VRVUADR3MSCJYRCH6U2KNQDH

not attested not anchored not stored refs pending

Reproducibility, energy efficiency and performance of pseudorandom number generators in machine learning: a comparative study of python, numpy, tensorflow, and pytorch implementations

Benjamin Antunes, David R.C Hill

arxiv:2401.17345 v2 · 2024-01-30 · cs.MS · 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{27VRVUADR3MSCJYRCH6U2KNQDH}

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

ASSESSING THE STOCHASTIC PROPERTIES OF MODERN PSEUDO-RANDOM GENERATORS FOR PARALLEL COMPUTING

Receipt and verification

First computed	2026-07-05T07:43:35.215905Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7eb1ad0038ed921271111fd4d29b019f3ca8a46731944a6bc23fb8da06128b7

Aliases

arxiv: 2401.17345 · arxiv_version: 2401.17345v2 · doi: 10.48550/arxiv.2401.17345 · pith_short_12: 27VRVUADR3MS · pith_short_16: 27VRVUADR3MSCJYR · pith_short_8: 27VRVUAD

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/27VRVUADR3MSCJYRCH6U2KNQDH \
  | 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: d7eb1ad0038ed921271111fd4d29b019f3ca8a46731944a6bc23fb8da06128b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "303db3fecd9988db06b68455bdd7054261d80af53b886735b5d245a505fbcd90",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MS",
    "submitted_at": "2024-01-30T15:44:14Z",
    "title_canon_sha256": "0b257374c9d21c302b39d9fde0863dd9d6b01cd6f0edfe8b71afe054840c89d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.17345",
    "kind": "arxiv",
    "version": 2
  }
}