Pith Number

pith:STJIXBIG

pith:2024:STJIXBIGJVPAENE3WBKQXKXSTL

not attested not anchored not stored refs pending

Predictive Churn with the Set of Good Models

Alexander D'Amour, Berk Ustun, Carol Long, David C. Parkes, Flavio du Pin Calmon, Jamelle Watson-Daniels

arxiv:2402.07745 v2 · 2024-02-12 · 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{STJIXBIGJVPAENE3WBKQXKXSTL}

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

From XAI to MLOps: Explainable Concept Drift Detection with Profile Drift Detection

Receipt and verification

First computed	2026-07-05T10:54:11.210606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94d28b85064d5e02349bb0550baaf29add1f474c787cefba287ac0bcf189a7bf

Aliases

arxiv: 2402.07745 · arxiv_version: 2402.07745v2 · doi: 10.48550/arxiv.2402.07745 · pith_short_12: STJIXBIGJVPA · pith_short_16: STJIXBIGJVPAENE3 · pith_short_8: STJIXBIG

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/STJIXBIGJVPAENE3WBKQXKXSTL \
  | 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: 94d28b85064d5e02349bb0550baaf29add1f474c787cefba287ac0bcf189a7bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efd751bfe78a62ecf86bffaea9301d3f9de367c88175eb8438ede1693bcf6f97",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-12T16:15:25Z",
    "title_canon_sha256": "2044821fd8358cf016a85db6ef1b0c9a9f0f0f5c35f6b958867464db2002ded2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07745",
    "kind": "arxiv",
    "version": 2
  }
}