Pith Number

pith:LZ3FANFU

pith:2024:LZ3FANFUMVJWKWSIXHNKOFKDVS

not attested not anchored not stored refs pending

Leveraging Latent Diffusion Models for Training-Free In-Distribution Data Augmentation for Surface Defect Detection

Federico Girella, Francesco Setti, Franco Fummi, Luigi Capogrosso, Marco Cristani, Ziyue Liu

arxiv:2407.03961 v2 · 2024-07-04 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZ3FANFUMVJWKWSIXHNKOFKDVS}

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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.

Receipt and verification

First computed	2026-07-05T08:42:38.164359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e765034b46553655a48b9daa71543ac8b39c4335aabc722eb9f362634c2f8d3

Aliases

arxiv: 2407.03961 · arxiv_version: 2407.03961v2 · doi: 10.48550/arxiv.2407.03961 · pith_short_12: LZ3FANFUMVJW · pith_short_16: LZ3FANFUMVJWKWSI · pith_short_8: LZ3FANFU

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/LZ3FANFUMVJWKWSIXHNKOFKDVS \
  | 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: 5e765034b46553655a48b9daa71543ac8b39c4335aabc722eb9f362634c2f8d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28b508cefbf325f03786446e404cb6f1b26219905d445cd6a3c7ff7ca955f848",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-04T14:28:52Z",
    "title_canon_sha256": "40130e45d3d4ecc069c7044f6f014e833522aead4bf786c4d482e873e0f007b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03961",
    "kind": "arxiv",
    "version": 2
  }
}