Pith Number

pith:Y3XT7V7L

pith:2022:Y3XT7V7LCGUETG6MMXNMBUGC7X

not attested not anchored not stored refs pending

CAINNFlow: Convolutional block Attention modules and Invertible Neural Networks Flow for anomaly detection and localization tasks

Dongyu Hu, Fan Zhang, Jinfeng Li, Jinrong Jiang, Linghan Zheng, Mengyuan Huang, Qiang Liu, Qianjin Guo, Ruiqing Yan, Wu Liu

arxiv:2206.01992 v7 · 2022-06-04 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{Y3XT7V7LCGUETG6MMXNMBUGC7X}

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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

1 paper in Pith

ONER: Online Experience Replay for Incremental Anomaly Detection

Receipt and verification

First computed	2026-07-05T05:25:29.306853Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c6ef3fd7eb11a8499bcc65dac0d0c2fdccdab4188d8e00ca51437b9779fb3f0f

Aliases

arxiv: 2206.01992 · arxiv_version: 2206.01992v7 · doi: 10.48550/arxiv.2206.01992 · pith_short_12: Y3XT7V7LCGUE · pith_short_16: Y3XT7V7LCGUETG6M · pith_short_8: Y3XT7V7L

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/Y3XT7V7LCGUETG6MMXNMBUGC7X \
  | 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: c6ef3fd7eb11a8499bcc65dac0d0c2fdccdab4188d8e00ca51437b9779fb3f0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc0fe6a2ed5ea1f9e2e7d3f93e0ed5f0cff528d29af4f89192bae24bf316ee52",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-06-04T13:45:08Z",
    "title_canon_sha256": "72e3512d836e143d5f7b8b4982a3acf5918543d41bd7a07ffbd116f985f5d55a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01992",
    "kind": "arxiv",
    "version": 7
  }
}