Pith Number

pith:X7B2RKPJ

pith:2024:X7B2RKPJIXZKI3R422YEYNFMFL

not attested not anchored not stored refs pending

Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection

Beng Chin Ooi, Fang Deng, Jiaqi Zhu, Junran Wu, Shaofeng Cai

arxiv:2404.09654 v3 · 2024-04-15 · cs.CV · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X7B2RKPJIXZKI3R422YEYNFMFL}

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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

PB-IAD: Utilizing multimodal foundation models for semantic industrial anomaly detection in dynamic manufacturing environments

Receipt and verification

First computed	2026-07-05T10:45:07.338912Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfc3a8a9e945f2a46e3cd6b04c34ac2ae1c3edbcf9f1a0398967128c1eb8f7cc

Aliases

arxiv: 2404.09654 · arxiv_version: 2404.09654v3 · doi: 10.48550/arxiv.2404.09654 · pith_short_12: X7B2RKPJIXZK · pith_short_16: X7B2RKPJIXZKI3R4 · pith_short_8: X7B2RKPJ

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/X7B2RKPJIXZKI3R422YEYNFMFL \
  | 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: bfc3a8a9e945f2a46e3cd6b04c34ac2ae1c3edbcf9f1a0398967128c1eb8f7cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b7801a7d859cefe4f7ddf7093c1613dc67c4567b25e68d4c634d2c1667ecc4b",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-04-15T10:42:22Z",
    "title_canon_sha256": "27969c7b9efbbac34dba12837ef6ebdf5600691297ed400ff47589f51cb1b36b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.09654",
    "kind": "arxiv",
    "version": 3
  }
}