Pith Number

pith:VWCISSAQ

pith:2019:VWCISSAQLMUNF2LWERVVR4NSCQ

not attested not anchored not stored refs pending

Memorizing Normality to Detect Anomaly: Memory-augmented Deep Autoencoder for Unsupervised Anomaly Detection

Anton van den Hengel, Budhaditya Saha, Dong Gong, Lingqiao Liu, Moussa Reda Mansour, Svetha Venkatesh, Vuong Le

arxiv:1904.02639 v2 · 2019-04-04 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VWCISSAQLMUNF2LWERVVR4NSCQ}

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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

Spectral Geometry and Bosonic-Bloch Probes: Explorations in Quantum Learning

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

Compression-Driven Anomaly Detection in Brain MRI Using an Interpretable Quantum Autoencoder

Receipt and verification

First computed	2026-07-04T23:51:41.108709Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad848948105b28d2e976246b58f1b21420a9ecb39ba613ceb2c03a60e392533f

Aliases

arxiv: 1904.02639 · arxiv_version: 1904.02639v2 · doi: 10.48550/arxiv.1904.02639 · pith_short_12: VWCISSAQLMUN · pith_short_16: VWCISSAQLMUNF2LW · pith_short_8: VWCISSAQ

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/VWCISSAQLMUNF2LWERVVR4NSCQ \
  | 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: ad848948105b28d2e976246b58f1b21420a9ecb39ba613ceb2c03a60e392533f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "272817323eea6be3ef9bdd33e21754a452a535e3fa3e95a0c28ef7e3ab73af63",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-04-04T16:16:50Z",
    "title_canon_sha256": "c0090b8f1788df7ee7bf28c6c19ee932466c1356b7fd3d6cfae4efcfbd74a925"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.02639",
    "kind": "arxiv",
    "version": 2
  }
}