Pith Number

pith:5BFWT7C2

pith:2022:5BFWT7C2R44JIA4CLOJ6LBP332

not attested not anchored not stored refs pending

NVIDIA FLARE: Federated Learning from Simulation to Real-World

Abood Quraini, Ahmed Harouni, Andrew Feng, Andriy Myronenko, Can Zhao, Chester Chen, Daguang Xu, Dong Yang, Holger R. Roth, Isaac Yang, Kevin Lu, Kristopher Kersten, Mona Flores, Nic Ma, Nicola Rieke, Prerna Dogra, Sean Yang, Wenqi Li, Yan Cheng, Yuan-Ting Hsieh, Yuhong Wen, Zhihong Zhang, Ziyue Xu

arxiv:2210.13291 v3 · 2022-10-24 · cs.LG · cs.AI · cs.CV · cs.NI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5BFWT7C2R44JIA4CLOJ6LBP332}

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

4 papers in Pith

Auto-FL-Research: Agentic Search for Federated Learning Algorithms

A Typed Tensor Language for Federated Learning

AI4EOSC: a Federated Cloud Platform for Artificial Intelligence in Scientific Research

Overcoming data scarcity through multi-center federated learning for organs-at-risk segmentation in pediatric upper abdominal radiotherapy

Receipt and verification

First computed	2026-07-05T07:03:57.210652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e84b69fc5a8f389403825b93e585fbde86c819a1a0634d1b05490dce8a3c6a3c

Aliases

arxiv: 2210.13291 · arxiv_version: 2210.13291v3 · doi: 10.48550/arxiv.2210.13291 · pith_short_12: 5BFWT7C2R44J · pith_short_16: 5BFWT7C2R44JIA4C · pith_short_8: 5BFWT7C2

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/5BFWT7C2R44JIA4CLOJ6LBP332 \
  | 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: e84b69fc5a8f389403825b93e585fbde86c819a1a0634d1b05490dce8a3c6a3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f6c4a922d529e02b51b67cc2e72322368ef34ef7d27f5e3f23cc68197688fb54",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.NI",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-24T14:30:50Z",
    "title_canon_sha256": "464ebcf201d0da540344c62f9f3ea4a1b0ae4136306cd92304fa948b17e4c6e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13291",
    "kind": "arxiv",
    "version": 3
  }
}