Pith Number

pith:CT2NJQ3P

pith:2024:CT2NJQ3PLXD4PKCVVZ5L7JMHKA

not attested not anchored not stored refs pending

Enhancing Multi-Class Anomaly Detection via Diffusion Refinement with Dual Conditioning

Bin-Bin Gao, Chengjie Wang, Jiawei Zhan, Jinxiang Lai, Jun Liu, Xiaochen Chen

arxiv:2407.01905 v1 · 2024-07-02 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CT2NJQ3PLXD4PKCVVZ5L7JMHKA}

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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

A Survey on Diffusion Models for Anomaly Detection

Receipt and verification

First computed	2026-07-05T08:39:07.038051Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14f4d4c36f5dc7c7a855ae7abfa5875026c14da9790741a615fd6c0526ddbb1b

Aliases

arxiv: 2407.01905 · arxiv_version: 2407.01905v1 · doi: 10.48550/arxiv.2407.01905 · pith_short_12: CT2NJQ3PLXD4 · pith_short_16: CT2NJQ3PLXD4PKCV · pith_short_8: CT2NJQ3P

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/CT2NJQ3PLXD4PKCVVZ5L7JMHKA \
  | 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: 14f4d4c36f5dc7c7a855ae7abfa5875026c14da9790741a615fd6c0526ddbb1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45f1f55c7d4607009ee4eabcd3b02feb52e681059abe257fdc47d16af1001a2f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-02T03:09:40Z",
    "title_canon_sha256": "673ff9aed529ca7f52e89d103bc83e7e92b74aa83ca38eda62a341d70df9fe4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01905",
    "kind": "arxiv",
    "version": 1
  }
}