Pith Number

pith:LCR2JFDS

pith:2022:LCR2JFDSML64FFE3RODVV5WWLE

not attested not anchored not stored refs pending

Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection

Guansong Pang, Hongzuo Xu, Qing Liao, Songlei Jian, Yijie Wang, Yongjun Wang

arxiv:2207.12201 v2 · 2022-07-25 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{LCR2JFDSML64FFE3RODVV5WWLE}

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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

Learning Unified Representations of Normalcy for Time Series Anomaly Detection

Fortifying Time Series: DTW-Certified Robust Anomaly Detection

Receipt and verification

First computed	2026-07-05T08:11:18.736538Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58a3a4947262fdc2949b8b875af6d6592564d3bd29c2dcc4a0aaa93eed7b77b9

Aliases

arxiv: 2207.12201 · arxiv_version: 2207.12201v2 · doi: 10.48550/arxiv.2207.12201 · pith_short_12: LCR2JFDSML64 · pith_short_16: LCR2JFDSML64FFE3 · pith_short_8: LCR2JFDS

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/LCR2JFDSML64FFE3RODVV5WWLE \
  | 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: 58a3a4947262fdc2949b8b875af6d6592564d3bd29c2dcc4a0aaa93eed7b77b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c90dda1bf3e1033e60575b53cad10663e1964990e6421a88fb5b43911668d7e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-25T13:43:13Z",
    "title_canon_sha256": "d16a5e7f63a9f2bb8959b614e019fc22a48311e556ca0d5382661090ab7c3dbf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.12201",
    "kind": "arxiv",
    "version": 2
  }
}