Pith Number

pith:LD73YBG6

pith:2023:LD73YBG6UH5POV7OO5IDINUK6O

not attested not anchored not stored refs pending

Monitoring Machine Learning Models: Online Detection of Relevant Deviations

Florian Heinrichs

arxiv:2309.15187 v1 · 2023-09-26 · cs.LG · stat.AP · 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{LD73YBG6UH5POV7OO5IDINUK6O}

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

Self-Normalization for CUSUM-based Change Detection in Locally Stationary Time Series

Receipt and verification

First computed	2026-07-05T06:54:42.228273Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58ffbc04dea1faf757ee775034368af3aa677b4db65cb77b0743f9c816d0f26f

Aliases

arxiv: 2309.15187 · arxiv_version: 2309.15187v1 · doi: 10.48550/arxiv.2309.15187 · pith_short_12: LD73YBG6UH5P · pith_short_16: LD73YBG6UH5POV7O · pith_short_8: LD73YBG6

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/LD73YBG6UH5POV7OO5IDINUK6O \
  | 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: 58ffbc04dea1faf757ee775034368af3aa677b4db65cb77b0743f9c816d0f26f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b46432737e11788d70ecfef936bd36d75a806d817087780f0837d14d7637956",
    "cross_cats_sorted": [
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-26T18:46:37Z",
    "title_canon_sha256": "e3efaf28fbe995b790d2d148b46026f6fbb92657ce1f5cc4345f83535dc46e7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.15187",
    "kind": "arxiv",
    "version": 1
  }
}