Pith Number

pith:KOV4OJOT

pith:2025:KOV4OJOT4CA2YKBWAOMVA5JDWS

not attested not anchored not stored refs pending

A Multivariate Bernoulli-Based Sampling Method for Multi-Label Data with Application to Meta-Research

Andrew W. Brown, Colby J. Vorland, Donna L. Maney, Simon Chung

arxiv:2512.08371 v4 · 2025-12-09 · cs.LG · 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{KOV4OJOT4CA2YKBWAOMVA5JDWS}

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	2026-05-27T01:04:53.528534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53abc725d3e081ac28360399507523b4b44212cdec62ff9d808d4125fe2257ec

Aliases

arxiv: 2512.08371 · arxiv_version: 2512.08371v4 · doi: 10.48550/arxiv.2512.08371 · pith_short_12: KOV4OJOT4CA2 · pith_short_16: KOV4OJOT4CA2YKBW · pith_short_8: KOV4OJOT

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/KOV4OJOT4CA2YKBWAOMVA5JDWS \
  | 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: 53abc725d3e081ac28360399507523b4b44212cdec62ff9d808d4125fe2257ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01180db3fef93043d2331d7b2f089cecea30477fdb474cf0be2fb9dbf1910e48",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-09T08:54:20Z",
    "title_canon_sha256": "8dee88ee96f6bdd0da98c961cc3b0372c34253c26ddf65426faadde117886775"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.08371",
    "kind": "arxiv",
    "version": 4
  }
}