Pith Number

pith:XRMJMVFC

pith:2021:XRMJMVFCH37PX253Z7IYCA5WLX

not attested not anchored not stored refs pending

CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows

Denis Gudovskiy, Kazuki Kozuka, Shun Ishizaka

arxiv:2107.12571 v1 · 2021-07-27 · cs.CV · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XRMJMVFCH37PX253Z7IYCA5WLX}

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

1 paper in Pith

Patch-aware Vector Quantized Codebook Learning for Unsupervised Visual Defect Detection

Receipt and verification

First computed	2026-07-05T03:00:57.756285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bc589654a23efefbebbbcfd18103b65dffe115a7d85daa48af9976ae4a4ad4b2

Aliases

arxiv: 2107.12571 · arxiv_version: 2107.12571v1 · doi: 10.48550/arxiv.2107.12571 · pith_short_12: XRMJMVFCH37P · pith_short_16: XRMJMVFCH37PX253 · pith_short_8: XRMJMVFC

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/XRMJMVFCH37PX253Z7IYCA5WLX \
  | 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: bc589654a23efefbebbbcfd18103b65dffe115a7d85daa48af9976ae4a4ad4b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "217b7c437ebe45c488be887456df134b5d3a672114731b029cb5e33eaa011218",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-07-27T03:10:38Z",
    "title_canon_sha256": "7047e017b7c6e89d0cc048e79951b5fc2b3090f125e39c22eda787ab035cefa9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.12571",
    "kind": "arxiv",
    "version": 1
  }
}