Pith Number

pith:6SLUFYVQ

pith:2024:6SLUFYVQT4NP5OZDEIG4VB2EBY

not attested not anchored not stored refs pending

SHFL: Secure Hierarchical Federated Learning Framework for Edge Networks

Albert Y. Zomaya, Aruna Seneviratne, Kanchana Thilakarathna, Omid Tavallaie, Suranga Seneviratne

arxiv:2409.15067 v1 · 2024-09-23 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6SLUFYVQT4NP5OZDEIG4VB2EBY}

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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

Capacity of Hierarchical Secure Coded Gradient Aggregation with Straggling Communication Links

Receipt and verification

First computed	2026-07-05T09:10:36.045881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f49742e2b09f1afebb23220dca87440e04233005c71124fa86a6c36777219930

Aliases

arxiv: 2409.15067 · arxiv_version: 2409.15067v1 · doi: 10.48550/arxiv.2409.15067 · pith_short_12: 6SLUFYVQT4NP · pith_short_16: 6SLUFYVQT4NP5OZD · pith_short_8: 6SLUFYVQ

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/6SLUFYVQT4NP5OZDEIG4VB2EBY \
  | 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: f49742e2b09f1afebb23220dca87440e04233005c71124fa86a6c36777219930

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e783ca22785891a80a4f913c5b714fa796fffdac3b0144fb64d847e455511fe6",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-23T14:38:20Z",
    "title_canon_sha256": "86686109df218c501ada7c8e40bb01c7c2fc70ad4388c420f1db65cd7bb69857"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15067",
    "kind": "arxiv",
    "version": 1
  }
}