Pith Number

pith:PD2T5Q2P

pith:2024:PD2T5Q2PLMJBD7BI6VECSUYUA5

not attested not anchored not stored refs pending

Privacy Preserving Federated Learning in Medical Imaging with Uncertainty Estimation

Ghulam Rasool, Matthew Schabath, Nikolas Koutsoubis, Ravi P. Ramachandran, Yasin Yilmaz

arxiv:2406.12815 v1 · 2024-06-18 · cs.LG · cs.AI · cs.DC · eess.IV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PD2T5Q2PLMJBD7BI6VECSUYUA5}

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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

2 papers in Pith

From Redaction to Restoration: Deep Learning for Medical Image Anonymization and Reconstruction

Representation learning from OCT images

Receipt and verification

First computed	2026-07-05T08:33:51.631494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78f53ec34f5b1211fc28f5482953140757c26f6568149977d4aac5fa84b5ccf6

Aliases

arxiv: 2406.12815 · arxiv_version: 2406.12815v1 · doi: 10.48550/arxiv.2406.12815 · pith_short_12: PD2T5Q2PLMJB · pith_short_16: PD2T5Q2PLMJBD7BI · pith_short_8: PD2T5Q2P

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/PD2T5Q2PLMJBD7BI6VECSUYUA5 \
  | 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: 78f53ec34f5b1211fc28f5482953140757c26f6568149977d4aac5fa84b5ccf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe4ad4e1de3d27691b69ca0d214478567b693cef33ec40b8beecbd674d6da096",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-18T17:35:52Z",
    "title_canon_sha256": "005a5a6fd1515c4d9213c310ff2dd12c3813a52c6f49bbdbcdf1e14faacbd89b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12815",
    "kind": "arxiv",
    "version": 1
  }
}