Pith Number

pith:4DSA6IU4

pith:2025:4DSA6IU4WP2PYECUPXSC6VMHZF

not attested not anchored not stored refs pending

Defect-aware Hybrid Prompt Optimization via Progressive Tuning for Zero-Shot Multi-type Anomaly Detection and Segmentation

Hongkuan Zhou, Lavdim Halilaj, Nadeem Nazer, Steffen Staab, Ylli Sadikaj

arxiv:2512.09446 v3 · 2025-12-10 · 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{4DSA6IU4WP2PYECUPXSC6VMHZF}

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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

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

Receipt and verification

First computed	2026-07-03T01:17:15.507366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0e40f229cb3f4fc10547de42f5587c9486cbf62c129abeb78a772f855875cb6

Aliases

arxiv: 2512.09446 · arxiv_version: 2512.09446v3 · doi: 10.48550/arxiv.2512.09446 · pith_short_12: 4DSA6IU4WP2P · pith_short_16: 4DSA6IU4WP2PYECU · pith_short_8: 4DSA6IU4

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/4DSA6IU4WP2PYECUPXSC6VMHZF \
  | 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: e0e40f229cb3f4fc10547de42f5587c9486cbf62c129abeb78a772f855875cb6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc71243f0fa50a06123561eb94cabc5db85968f6541c2fc1c61a086b81b9b852",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-12-10T09:19:17Z",
    "title_canon_sha256": "e360c713a543ccb3fbdbc4315ae2440bcf90cbfe2390c9af7fed6565641214d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.09446",
    "kind": "arxiv",
    "version": 3
  }
}