Pith Number

pith:IHDRFVS3

pith:2022:IHDRFVS3LZV6UIMXY6Z5KG2TYC

not attested not anchored not stored refs pending

FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings

Aur\'elien Bellet, Aymeric Dieuleveut, Boris Muzellec, Chaoyang He, Constantin Philippenko, Edwige Cyffers, Erum Mushtaq, Felix Grimberg, Giovanni Neglia, Jean Ogier Du Terrail, Marco Lorenzi, Marc Tommasi, Maria Tele\'nczuk, Martin Jaggi, Mathieu Andreux, Othmane Marfoq, Paul Mangold, Regis Loeb, Sai Praneeth Karimireddy, Salman Avestimehr, Samy-Safwan Ayed, Santiago Silva, Shadi Albarqouni, Tanguy Marchand

arxiv:2210.04620 v3 · 2022-10-10 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHDRFVS3LZV6UIMXY6Z5KG2TYC}

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	2026-07-05T06:07:21.009155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41c712d65b5e6bea2197c7b3d51b53c0ae59a3ac0814ce4ba04036b40035dc1f

Aliases

arxiv: 2210.04620 · arxiv_version: 2210.04620v3 · doi: 10.48550/arxiv.2210.04620 · pith_short_12: IHDRFVS3LZV6 · pith_short_16: IHDRFVS3LZV6UIMX · pith_short_8: IHDRFVS3

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/IHDRFVS3LZV6UIMXY6Z5KG2TYC \
  | 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: 41c712d65b5e6bea2197c7b3d51b53c0ae59a3ac0814ce4ba04036b40035dc1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac4b9d1f49d50535de5535296ad59d15fdb63c2ab372a8ce0982a6a1a87701ab",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-10T12:17:30Z",
    "title_canon_sha256": "223141b649bba9115bf3e508fffc5b2eab0aebda822a22a5e62c38451ab3290a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.04620",
    "kind": "arxiv",
    "version": 3
  }
}