Pith Number

pith:WMUN6V5F

pith:2025:WMUN6V5FJRCIB3AMYTUC3AJFKC

not attested not anchored not stored refs pending

MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning

Claudia Plant, Hongkuan Zhou, Lavdim Halilaj, Stefan Schmid, Steffen Staab, Ylli Sadikaj

arxiv:2504.06740 v2 · 2025-04-09 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WMUN6V5FJRCIB3AMYTUC3AJFKC}

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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

2 papers in Pith

GenAU: Language-Grounded Industrial Anomaly Understanding with Vision-Language Models

AD-Copilot: A Vision-Language Assistant for Industrial Anomaly Detection via Visual In-context Comparison

Receipt and verification

First computed	2026-07-05T11:49:09.210558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b328df57a54c4480ec0cc4e82d812550aaf7489fb8aff22df91e02c1296984e8

Aliases

arxiv: 2504.06740 · arxiv_version: 2504.06740v2 · doi: 10.48550/arxiv.2504.06740 · pith_short_12: WMUN6V5FJRCI · pith_short_16: WMUN6V5FJRCIB3AM · pith_short_8: WMUN6V5F

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/WMUN6V5FJRCIB3AMYTUC3AJFKC \
  | 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: b328df57a54c4480ec0cc4e82d812550aaf7489fb8aff22df91e02c1296984e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae6db6f03c5f77f500e01edea761e267a2ad471188140aed7f68f767b54ff85b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-04-09T09:52:04Z",
    "title_canon_sha256": "f691ee0f8da6f92c9db95272131ff7a1387ad29b3002cf7c2455502e9e1e5b5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.06740",
    "kind": "arxiv",
    "version": 2
  }
}