Pith Number

pith:YZ7HETCN

pith:2025:YZ7HETCNTMBBOUMKAT63LKKYH3

not attested not anchored not stored refs pending

A Survey on Diffusion Models for Anomaly Detection

Bo Hu, Chenxuanyin Zou, Jiayang Ren, Jing Liu, Liang Song, Victor C.M. Leung, Yang Liu, Zehua Wang, Zepu Wang, Zhenchao Ma

arxiv:2501.11430 v5 · 2025-01-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YZ7HETCNTMBBOUMKAT63LKKYH3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

2 papers in Pith

Masked Diffusion Modeling for Anomaly Detection

Semantic Iterative Reconstruction: One-Shot Universal Anomaly Detection

Receipt and verification

First computed	2026-07-05T10:20:43.029115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c67e724c4d9b0217518a04fdb5a9583eecba9a6a8c8fc4e3cee64784afb76b87

Aliases

arxiv: 2501.11430 · arxiv_version: 2501.11430v5 · doi: 10.48550/arxiv.2501.11430 · pith_short_12: YZ7HETCNTMBB · pith_short_16: YZ7HETCNTMBBOUMK · pith_short_8: YZ7HETCN

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/YZ7HETCNTMBBOUMKAT63LKKYH3 \
  | 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: c67e724c4d9b0217518a04fdb5a9583eecba9a6a8c8fc4e3cee64784afb76b87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c10bfb06014a656be75209fd59ccb3b24fcd3e0bb8d1b6dbbc02c1d94a748128",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-20T12:06:54Z",
    "title_canon_sha256": "c6476a966d97015af4c3936732c3ec323d623a3393b648307219765075a54e4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11430",
    "kind": "arxiv",
    "version": 5
  }
}