Pith Number

pith:TPQ4WWXA

pith:2020:TPQ4WWXAKNMIWSAKC3FQ72O5PL

not attested not anchored not stored refs pending

Deep Learning for Anomaly Detection: A Review

Anton van den Hengel, Chunhua Shen, Guansong Pang, Longbing Cao

arxiv:2007.02500 v3 · 2020-07-06 · cs.LG · cs.CV · 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{TPQ4WWXAKNMIWSAKC3FQ72O5PL}

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

3 papers in Pith

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

Benchmark AUC Is Not Deployable Reliability: A Cross-Dataset Audit of Off-the-Shelf Features for Surveillance Video Anomaly Detection

Kurtosis-Guided Denoising Score Matching for Tabular Anomaly Detection

Receipt and verification

First computed	2026-07-05T01:57:18.169014Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9be1cb5ae053588b480a16cb0fe9dd7ac9abca8a950d982879d91f7e5785b11c

Aliases

arxiv: 2007.02500 · arxiv_version: 2007.02500v3 · doi: 10.48550/arxiv.2007.02500 · pith_short_12: TPQ4WWXAKNMI · pith_short_16: TPQ4WWXAKNMIWSAK · pith_short_8: TPQ4WWXA

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/TPQ4WWXAKNMIWSAKC3FQ72O5PL \
  | 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: 9be1cb5ae053588b480a16cb0fe9dd7ac9abca8a950d982879d91f7e5785b11c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f658102f629e8c2bd54c35196adc85798211abb3dd9140f371a13f727a8a5f63",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-06T02:21:16Z",
    "title_canon_sha256": "9e1b706f34f96b07b6f33ce9a0040d5a602710c3c9824486c208e191fec0657c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.02500",
    "kind": "arxiv",
    "version": 3
  }
}