Pith Number

pith:URODOY7J

pith:2021:URODOY7JG2W5W35CGZZSTAUS7S

not attested not anchored not stored refs pending

Towards a Rigorous Evaluation of Time-series Anomaly Detection

Byunghan Lee, Hyun-Soo Choi, Kukjin Choi, Siwon Kim, Sungroh Yoon

arxiv:2109.05257 v2 · 2021-09-11 · cs.LG · cs.AI · stat.ME

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{URODOY7JG2W5W35CGZZSTAUS7S}

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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

5 papers in Pith

Modeling Normal Is All You Need: Joint Latent Clustering for Anomaly Detection in Multimodal Cyber-Physical Systems

Detecting the Undetectable: Enhancing Unsupervised time series Anomaly Detection via Active Learning

HEPA: A Self-Supervised Horizon-Conditioned Event Predictive Architecture for Time Series

Receipt and verification

First computed	2026-07-05T03:45:11.789126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a45c3763e936addb6fa23673298292fcadb9436c083ffe6446f12625f191e399

Aliases

arxiv: 2109.05257 · arxiv_version: 2109.05257v2 · doi: 10.48550/arxiv.2109.05257 · pith_short_12: URODOY7JG2W5 · pith_short_16: URODOY7JG2W5W35C · pith_short_8: URODOY7J

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/URODOY7JG2W5W35CGZZSTAUS7S \
  | 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: a45c3763e936addb6fa23673298292fcadb9436c083ffe6446f12625f191e399

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49dd12d2efcfa671bc9115b3356cadb80c8ec018cb6b343b0074044fc4b72d39",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-11T11:14:04Z",
    "title_canon_sha256": "5dd56ef416a1d37584538457ee0664a5b23586f85aa57eb8465ddcd8de3c2925"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.05257",
    "kind": "arxiv",
    "version": 2
  }
}