Pith Number

pith:GKFFORTO

pith:2024:GKFFORTOS2WUEKBDSFS22Q2PIV

not attested not anchored not stored refs pending

Toward Multi-class Anomaly Detection: Exploring Class-aware Unified Model against Inter-class Interference

Chengjie Wang, Feng Zheng, Jianlin Liu, Qiang Nie, Xi Jiang, Ying Chen, Yong Liu

arxiv:2403.14213 v1 · 2024-03-21 · cs.CV

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\usepackage{pith}
\pithnumber{GKFFORTOS2WUEKBDSFS22Q2PIV}

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Record completeness

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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

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	2026-07-05T07:58:56.043306Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

328a57466e96ad4228239165ad434f457f94451a50621b53638c8d7d2e89d736

Aliases

arxiv: 2403.14213 · arxiv_version: 2403.14213v1 · doi: 10.48550/arxiv.2403.14213 · pith_short_12: GKFFORTOS2WU · pith_short_16: GKFFORTOS2WUEKBD · pith_short_8: GKFFORTO

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/GKFFORTOS2WUEKBDSFS22Q2PIV \
  | 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: 328a57466e96ad4228239165ad434f457f94451a50621b53638c8d7d2e89d736

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ae9814ddb0c640c0b5e39aad00b2a3124309e036fe03babbdcb8ff4357e61cd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-21T08:08:31Z",
    "title_canon_sha256": "9ef89e8ee06ba7346269583ec1122c6922cdaf92e9d0bd80a0dc1ad46c8ef707"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.14213",
    "kind": "arxiv",
    "version": 1
  }
}