Pith Number

pith:PQAOKDJV

pith:2024:PQAOKDJV2D2MONRTOFYIXH4MMY

not attested not anchored not stored refs pending

Human-Free Automated Prompting for Vision-Language Anomaly Detection: Prompt Optimization with Meta-guiding Prompt Scheme

Chao-Chun Chen, Feng-Hao Yeh, Jerry Chun-Wei Lin, Jia Ji, Pi-Wei Chen, Zih-Ching Chen

arxiv:2406.18197 v4 · 2024-06-26 · 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{PQAOKDJV2D2MONRTOFYIXH4MMY}

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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

Toward Long-Tailed Online Anomaly Detection through Class-Agnostic Concepts

Receipt and verification

First computed	2026-07-05T09:05:37.003478Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c00e50d35d0f4c7363371708b9f8c66318bf09b11d80dd1e6531db771a4033c

Aliases

arxiv: 2406.18197 · arxiv_version: 2406.18197v4 · doi: 10.48550/arxiv.2406.18197 · pith_short_12: PQAOKDJV2D2M · pith_short_16: PQAOKDJV2D2MONRT · pith_short_8: PQAOKDJV

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/PQAOKDJV2D2MONRTOFYIXH4MMY \
  | 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: 7c00e50d35d0f4c7363371708b9f8c66318bf09b11d80dd1e6531db771a4033c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc72345ee0bd0d2571b6a690d2ef18881e867ff9017ec75c1d39dc3645928e6d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-06-26T09:29:05Z",
    "title_canon_sha256": "f399676ecb49d0a8b0b68a3e332c0150d78e0978fb7252c581d3c8f6be3b58ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.18197",
    "kind": "arxiv",
    "version": 4
  }
}