Pith Number

pith:MAZRZF7Z

pith:2022:MAZRZF7Z7REVDTHSIAXLGUW6OR

not attested not anchored not stored refs pending

Unsupervised Model Selection for Time-series Anomaly Detection

Andrey Kan, Cristian Challu, Laurent Callot, Lenon Minorics, Mononito Goswami

arxiv:2210.01078 v3 · 2022-10-03 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MAZRZF7Z7REVDTHSIAXLGUW6OR}

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

2 papers in Pith

Adaptive Conformal Anomaly Detection with Time Series Foundation Models for Signal Monitoring

TimeSeriesExamAgent: Creating Time Series Reasoning Benchmarks at Scale

Receipt and verification

First computed	2026-07-05T05:50:09.106364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60331c97f9fc4951ccf2402eb352de74494916161fc861268ef33a2e4437d3eb

Aliases

arxiv: 2210.01078 · arxiv_version: 2210.01078v3 · doi: 10.48550/arxiv.2210.01078 · pith_short_12: MAZRZF7Z7REV · pith_short_16: MAZRZF7Z7REVDTHS · pith_short_8: MAZRZF7Z

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/MAZRZF7Z7REVDTHSIAXLGUW6OR \
  | 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: 60331c97f9fc4951ccf2402eb352de74494916161fc861268ef33a2e4437d3eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b080aaa9afee67618cd75bbe3e101e0255c77c364505e4b598f8225d0bb1929f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-03T16:49:30Z",
    "title_canon_sha256": "df89517ebd4633401bf4f8a5849920c5cb9d7ef3418a57d36f1724533b810b9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.01078",
    "kind": "arxiv",
    "version": 3
  }
}