Pith Number

pith:5CWUG477

pith:2021:5CWUG477YF3BYGMSVYGZRDHLF4

not attested not anchored not stored refs pending

RoFL: Robustness of Secure Federated Learning

Alexander Viand, Anwar Hithnawi, Hidde Lycklama, Lukas Burkhalter, Nicolas K\"uchler

arxiv:2107.03311 v4 · 2021-07-07 · cs.CR · 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{5CWUG477YF3BYGMSVYGZRDHLF4}

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

1 paper in Pith

PRoVeFL: Private Robust and Verifiable Aggregation in Federated Learning

Receipt and verification

First computed	2026-07-05T05:36:00.650518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e8ad4373ffc1761c1992ae0d988ceb2f2df3540901178e27ce512e4d29aeb6f1

Aliases

arxiv: 2107.03311 · arxiv_version: 2107.03311v4 · doi: 10.48550/arxiv.2107.03311 · pith_short_12: 5CWUG477YF3B · pith_short_16: 5CWUG477YF3BYGMS · pith_short_8: 5CWUG477

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/5CWUG477YF3BYGMSVYGZRDHLF4 \
  | 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: e8ad4373ffc1761c1992ae0d988ceb2f2df3540901178e27ce512e4d29aeb6f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bae0477ec43ead39442f1883e0ff7d8c2f09e820dcaaa710552d939d12b4227e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-07-07T15:42:49Z",
    "title_canon_sha256": "9f88037c0448c8c0d58faec0bd5b819c5d2aa4ba57d6a693d70026e49efd2c0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.03311",
    "kind": "arxiv",
    "version": 4
  }
}