Pith Number

pith:MTZIZTXR

pith:2025:MTZIZTXRCOMMS6A6B2QACBTQLS

not attested not anchored not stored refs pending

Statistical Quality and Reproducibility of Pseudorandom Number Generators in Machine Learning technologies

Benjamin A. Antunes (LIRMM | DALI)

arxiv:2507.03007 v1 · 2025-07-02 · cs.OH · cs.CR · 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{MTZIZTXRCOMMS6A6B2QACBTQLS}

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	2026-07-05T11:31:50.618157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64f28ccef11398c9781e0ea00106705c9a25f8caee248349086f3fa6cdc965f1

Aliases

arxiv: 2507.03007 · arxiv_version: 2507.03007v1 · doi: 10.48550/arxiv.2507.03007 · pith_short_12: MTZIZTXRCOMM · pith_short_16: MTZIZTXRCOMMS6A6 · pith_short_8: MTZIZTXR

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/MTZIZTXRCOMMS6A6B2QACBTQLS \
  | 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: 64f28ccef11398c9781e0ea00106705c9a25f8caee248349086f3fa6cdc965f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a095c36c9889f3cdc79023118f72c2279d163f4a85410861368aeef337ef038",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.OH",
    "submitted_at": "2025-07-02T09:38:00Z",
    "title_canon_sha256": "7616a0559cffeac0dc36706e6781031ff4b12f88f7bc8eda32057a972c576eec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03007",
    "kind": "arxiv",
    "version": 1
  }
}