Pith Number

pith:JCA5HT4P

pith:2023:JCA5HT4PUVLPUZ54SQ6VUON4OC

not attested not anchored not stored refs pending

Private Aggregation in Hierarchical Wireless Federated Learning with Partial and Full Collusion

Antonia Wachter-Zeh, Christoph Hofmeister, Maximilian Egger, Rawad Bitar

arxiv:2306.14088 v2 · 2023-06-25 · cs.LG · cs.CR · cs.DC · 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{JCA5HT4PUVLPUZ54SQ6VUON4OC}

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

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Receipt and verification

First computed	2026-07-05T08:45:21.081331Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4881d3cf8fa556fa67bc943d5a39bc70ae8711737974c458e7e07e69f6e03d7e

Aliases

arxiv: 2306.14088 · arxiv_version: 2306.14088v2 · doi: 10.48550/arxiv.2306.14088 · pith_short_12: JCA5HT4PUVLP · pith_short_16: JCA5HT4PUVLPUZ54 · pith_short_8: JCA5HT4P

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/JCA5HT4PUVLPUZ54SQ6VUON4OC \
  | 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: 4881d3cf8fa556fa67bc943d5a39bc70ae8711737974c458e7e07e69f6e03d7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ebe9b5d90f554074ca31eaba33350323829ad11ea9179865a6872567f127c36",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-25T01:31:54Z",
    "title_canon_sha256": "29b79aa81eab4ccb45a103a073202bed451f01b1c3b34147332fda9adeff0a70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.14088",
    "kind": "arxiv",
    "version": 2
  }
}