Pith Number

pith:VVLLZQWB

pith:2022:VVLLZQWB6R2RJWNMZHK4BUYMFS

not attested not anchored not stored refs pending

Anomaly Detection using Generative Models and Sum-Product Networks in Mammography Scans

Astrid Berg, David Major, Dimitrios Lenis, Katja B\"uhler, Marc Dietrichstein, Maria Wimmer, Martin Trapp, Philip Winter, Theresa Neubauer

arxiv:2210.06188 v1 · 2022-10-12 · 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{VVLLZQWB6R2RJWNMZHK4BUYMFS}

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	2026-07-05T05:23:46.902977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad56bcc2c1f47514d9acc9d5c0d30c2cb4fcab0b5b428771b5adaa6ee6fd7686

Aliases

arxiv: 2210.06188 · arxiv_version: 2210.06188v1 · doi: 10.48550/arxiv.2210.06188 · pith_short_12: VVLLZQWB6R2R · pith_short_16: VVLLZQWB6R2RJWNM · pith_short_8: VVLLZQWB

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/VVLLZQWB6R2RJWNMZHK4BUYMFS \
  | 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: ad56bcc2c1f47514d9acc9d5c0d30c2cb4fcab0b5b428771b5adaa6ee6fd7686

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "664e67d6e00bba82ffcaef2abcd1b5e8f1c784b85434882936e2ce34717e279e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-12T13:18:16Z",
    "title_canon_sha256": "fda6ead977487dd99090862bf438609f1ba9c255651f8ce4bec43488f6f8ed60"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06188",
    "kind": "arxiv",
    "version": 1
  }
}