Pith Number

pith:WHX6SIGJ

pith:2023:WHX6SIGJPVTBPO5GH4IR332M3R

not attested not anchored not stored refs pending

The role of noise in denoising models for anomaly detection in medical images

Alexander Weir, Alison Q. O'Neil, Antanas Kascenas, Chaoyang Wang, Jeremy P. Voisey, Keith Goatman, Nicolas Pugeault, Patrick Schrempf, Pedro Sanchez, Shadia S. Mikhael, Sotirios A. Tsaftaris, William Clackett

arxiv:2301.08330 v1 · 2023-01-19 · eess.IV · 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{WHX6SIGJPVTBPO5GH4IR332M3R}

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.

Receipt and verification

First computed	2026-07-05T05:34:35.020223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1efe920c97d6617bba63f111def4cdc7b67eb9ea5621ee716a76bd724f121fe

Aliases

arxiv: 2301.08330 · arxiv_version: 2301.08330v1 · doi: 10.48550/arxiv.2301.08330 · pith_short_12: WHX6SIGJPVTB · pith_short_16: WHX6SIGJPVTBPO5G · pith_short_8: WHX6SIGJ

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/WHX6SIGJPVTBPO5GH4IR332M3R \
  | 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: b1efe920c97d6617bba63f111def4cdc7b67eb9ea5621ee716a76bd724f121fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e12ea89919a628b7728d201ed35bcd85af52586b200479b00a0ded014ba5407d",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2023-01-19T21:39:38Z",
    "title_canon_sha256": "75b3047e23986190a00a62aab9bc0642b3d6caef6256045d9ea72d081aba52e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.08330",
    "kind": "arxiv",
    "version": 1
  }
}