Pith Number

pith:SQT7SUJT

pith:2021:SQT7SUJT2UZCFIIQFJDHCBMSPM

not attested not anchored not stored refs pending

Differentially private federated deep learning for multi-site medical image segmentation

Alexander Ziller, Daniel Rueckert, Dmitrii Usynin, Georgios Kaissis, Marcus Makowski, Moritz Knolle, Nicolas Remerscheid, Rickmer Braren

arxiv:2107.02586 v1 · 2021-07-06 · eess.IV · 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{SQT7SUJT2UZCFIIQFJDHCBMSPM}

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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

Potentials and Pitfalls of Applying Federated Learning in Hardware Assurance

Receipt and verification

First computed	2026-07-05T02:55:22.327653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9427f95133d53222a1102a467105927b189bc558b805d2bfdd54f3ef13f5876d

Aliases

arxiv: 2107.02586 · arxiv_version: 2107.02586v1 · doi: 10.48550/arxiv.2107.02586 · pith_short_12: SQT7SUJT2UZC · pith_short_16: SQT7SUJT2UZCFIIQ · pith_short_8: SQT7SUJT

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/SQT7SUJT2UZCFIIQFJDHCBMSPM \
  | 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: 9427f95133d53222a1102a467105927b189bc558b805d2bfdd54f3ef13f5876d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22bcd49df570099f0528915aeaf70d1c22fa61908d1d04b539c3c189bda0010a",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2021-07-06T12:57:32Z",
    "title_canon_sha256": "c79604de8080e606cb55261311477974efc70853e8d50d9595e661af0bce1a5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.02586",
    "kind": "arxiv",
    "version": 1
  }
}