Pith Number

pith:UAFO2OUI

pith:2017:UAFO2OUIEUDLWZRMTZUCBLUHET

not attested not anchored not stored refs pending

Unsupervised Anomaly Detection with Generative Adversarial Networks to Guide Marker Discovery

Georg Langs, Philipp Seeb\"ock, Sebastian M. Waldstein, Thomas Schlegl, Ursula Schmidt-Erfurth

arxiv:1703.05921 v1 · 2017-03-17 · cs.CV · 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{UAFO2OUIEUDLWZRMTZUCBLUHET}

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

SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling

Anatomy-Aware Unsupervised Detection and Localization of Retinal Abnormalities in Optical Coherence Tomography

Kurtosis-Guided Denoising Score Matching for Tabular Anomaly Detection

Receipt and verification

First computed	2026-05-18T00:48:31.738309Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a00aed3a882506bb662c9e6820ae8724f85dae48b1feb7e8a14cf77b38345a2d

Aliases

arxiv: 1703.05921 · arxiv_version: 1703.05921v1 · doi: 10.48550/arxiv.1703.05921 · pith_short_12: UAFO2OUIEUDL · pith_short_16: UAFO2OUIEUDLWZRM · pith_short_8: UAFO2OUI

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/UAFO2OUIEUDLWZRMTZUCBLUHET \
  | 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: a00aed3a882506bb662c9e6820ae8724f85dae48b1feb7e8a14cf77b38345a2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f43382c7679f758696383ce2bc3d7eab7f2e5603326e9d7f33b96073cf0fc977",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2017-03-17T08:27:05Z",
    "title_canon_sha256": "70a9def42bf550594a6549a913ab768326fc26c73728928743009ef686d57335"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.05921",
    "kind": "arxiv",
    "version": 1
  }
}