Pith Number

pith:LWXAWYVH

pith:2025:LWXAWYVHA65QRTLMOA22QU353L

not attested not anchored not stored refs pending

Inclusive Federated Learning Through Compliance-Weighted Noise Allocation in Healthcare AI

Benjamin Hamm, Dimitrios Bounias, Klaus Maier-Hein, Maximilian Zenk, Melih Co\c{s}\u{g}un, Ralf Floca, Saikat Roy, Santhosh Parampottupadam, Sarthak Pati, Sinem Sav

arxiv:2505.22108 v4 · 2025-05-28 · cs.LG · cs.AI · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWXAWYVHA65QRTLMOA22QU353L}

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	2026-07-15T01:21:45.721102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dae0b62a707bb08cd6c7035a8537ddad2ba963c11dec929efa66249b706c129

Aliases

arxiv: 2505.22108 · arxiv_version: 2505.22108v4 · doi: 10.48550/arxiv.2505.22108 · pith_short_12: LWXAWYVHA65Q · pith_short_16: LWXAWYVHA65QRTLM · pith_short_8: LWXAWYVH

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/LWXAWYVHA65QRTLMOA22QU353L \
  | 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: 5dae0b62a707bb08cd6c7035a8537ddad2ba963c11dec929efa66249b706c129

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c831bb7b13ee87ce9988e2ec896a479d0ed753e3a9268eeefc01a53c3e6a1a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T08:36:21Z",
    "title_canon_sha256": "299545b5d9e754641bfdd84ccd557dae44d0532328d9760614d8c05da9b78ed4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22108",
    "kind": "arxiv",
    "version": 4
  }
}