Pith Number

pith:E7UPRO3K

pith:2021:E7UPRO3KQ37MJULMUXZOH4S523

not attested not anchored not stored refs pending

Explainable Deep Few-shot Anomaly Detection with Deviation Networks

Anton van den Hengel, Choubo Ding, Chunhua Shen, Guansong Pang

arxiv:2108.00462 v1 · 2021-08-01 · cs.CV · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{E7UPRO3KQ37MJULMUXZOH4S523}

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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

9 papers in Pith

ArcAD: Anomaly-Rectified Calibration for Cold-Start Supervised Anomaly Detection

Anomaly-Preference Image Generation

Beyond Normal References: Discriminative Few-Shot Anomaly Detection

Distribution Prototype Diffusion Learning for Open-set Supervised Anomaly Detection

Anomaly-Preference Image Generation

Receipt and verification

First computed	2026-07-05T03:02:23.487544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27e8f8bb6a86fec4d16ca5f2e3f25dd6c8212cde1d498627781e5b4b368bbd0d

Aliases

arxiv: 2108.00462 · arxiv_version: 2108.00462v1 · doi: 10.48550/arxiv.2108.00462 · pith_short_12: E7UPRO3KQ37M · pith_short_16: E7UPRO3KQ37MJULM · pith_short_8: E7UPRO3K

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/E7UPRO3KQ37MJULMUXZOH4S523 \
  | 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: 27e8f8bb6a86fec4d16ca5f2e3f25dd6c8212cde1d498627781e5b4b368bbd0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d31bf18b3e0ab8d2fafdd0653afeb102053ef2774a726f7ddda39024a87d07e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-08-01T14:33:17Z",
    "title_canon_sha256": "0fdb1f9b0c7f35cd6d7546ca566ffa26588cc759ff6c1fb791b7095b9f44098c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.00462",
    "kind": "arxiv",
    "version": 1
  }
}