Pith Number

pith:ZYVV7ZTB

pith:2024:ZYVV7ZTBHSWAGGK7I2FS4K7UHN

not attested not anchored not stored refs pending

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

Mustafa Cavus, Ugur Dar

arxiv:2412.11308 v2 · 2024-12-15 · stat.ML · 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{ZYVV7ZTBHSWAGGK7I2FS4K7UHN}

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	2026-05-20T00:01:32.502125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce2b5fe6613cac03195f468b2e2bf43b448d1fb7f57f12340d6e4e19d5f96208

Aliases

arxiv: 2412.11308 · arxiv_version: 2412.11308v2 · doi: 10.48550/arxiv.2412.11308 · pith_short_12: ZYVV7ZTBHSWA · pith_short_16: ZYVV7ZTBHSWAGGK7 · pith_short_8: ZYVV7ZTB

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/ZYVV7ZTBHSWAGGK7I2FS4K7UHN \
  | 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: ce2b5fe6613cac03195f468b2e2bf43b448d1fb7f57f12340d6e4e19d5f96208

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac39f1cd7b73475574d834acbdc84efadbbfe64dfc7334a74bedb7b29bf5a044",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-15T20:59:49Z",
    "title_canon_sha256": "2042f4c8dd08e60dfd27bc856ed60548597de8456a691f04ddb85714e1e1cbae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11308",
    "kind": "arxiv",
    "version": 2
  }
}