Pith Number

pith:WSYBSPB2

pith:2022:WSYBSPB2JGGTNUUZ6M7H3FV5YG

not attested not anchored not stored refs pending

MammoFL: Mammographic Breast Density Estimation using Federated Learning

Angelina Heyler, Aprupa Alahari, Celine Vachon, Christopher Scott, Despina Kontos, Emily F. Conant, Keshava Katti, Michael Sanborn, Pratik Chaudhari, Ramya Muthukrishnan, Sarthak Pati, Spyridon Bakas, Stacey Winham, Walter Mankowski

arxiv:2206.05575 v5 · 2022-06-11 · eess.IV · cs.CV · cs.DC · 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{WSYBSPB2JGGTNUUZ6M7H3FV5YG}

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

1 paper in Pith

Evaluating Federated Learning approaches for mammography under breast density heterogeneity

Receipt and verification

First computed	2026-07-05T07:23:53.998176Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4b0193c3a498d36d299f33e7d96bdc19a2cb53ac2691f31d16a6d75a9a98636

Aliases

arxiv: 2206.05575 · arxiv_version: 2206.05575v5 · doi: 10.48550/arxiv.2206.05575 · pith_short_12: WSYBSPB2JGGT · pith_short_16: WSYBSPB2JGGTNUUZ · pith_short_8: WSYBSPB2

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/WSYBSPB2JGGTNUUZ6M7H3FV5YG \
  | 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: b4b0193c3a498d36d299f33e7d96bdc19a2cb53ac2691f31d16a6d75a9a98636

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49ccd211782b9a16468ea1f17f23b5896fd4dc49f3457de8c36026377264b865",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2022-06-11T17:38:09Z",
    "title_canon_sha256": "1aa5e9a5b3e7de740a7953802e9313ae71f92d11676124fa252fdb6f851d6daa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.05575",
    "kind": "arxiv",
    "version": 5
  }
}