Pith Number

pith:Q52Y54VH

pith:2025:Q52Y54VH6XRSBCLPLJVMWLSULZ

not attested not anchored not stored refs pending

Can Multimodal Large Language Models be Guided to Improve Industrial Anomaly Detection?

Farhad Imani, Hanning Chen, Mohsen Imani, Zhiling Chen

arxiv:2501.15795 v1 · 2025-01-27 · cs.CV

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\usepackage{pith}
\pithnumber{Q52Y54VH6XRSBCLPLJVMWLSULZ}

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Record completeness

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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

EAGLE: Expert-Augmented Attention Guidance for Tuning-Free Industrial Anomaly Detection in Multimodal Large Language Models

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

Receipt and verification

First computed	2026-07-05T10:05:50.715881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87758ef2a7f5e320896f5a6acb2e545e71d0e96fb78714773a89a941dd657e06

Aliases

arxiv: 2501.15795 · arxiv_version: 2501.15795v1 · doi: 10.48550/arxiv.2501.15795 · pith_short_12: Q52Y54VH6XRS · pith_short_16: Q52Y54VH6XRSBCLP · pith_short_8: Q52Y54VH

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/Q52Y54VH6XRSBCLPLJVMWLSULZ \
  | 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: 87758ef2a7f5e320896f5a6acb2e545e71d0e96fb78714773a89a941dd657e06

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3f1e0cd789f2bce628cd982cb7f73012c1de0ea029b19fb3c003f7e21aaeb2f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-27T05:41:10Z",
    "title_canon_sha256": "ffe850c77abf5aa7d02655da6485569ff9aff996f2b4ef5de44baca0e67fe0c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15795",
    "kind": "arxiv",
    "version": 1
  }
}