Pith Number

pith:67F66IR4

pith:2016:67F66IR42CELYXTV7UD7EAAJDB

not attested not anchored not stored refs pending

Communication-Efficient Learning of Deep Networks from Decentralized Data

Blaise Ag\"uera y Arcas, Daniel Ramage, Eider Moore, H. Brendan McMahan, Seth Hampson

arxiv:1602.05629 v4 · 2016-02-17 · 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{67F66IR42CELYXTV7UD7EAAJDB}

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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

38 papers in Pith

PRoVeFL: Private Robust and Verifiable Aggregation in Federated Learning

HADES: Privacy-Preserving Federated Learning via Selective Feature Encryption and Hybrid Model Fusion

FLFL: Federated Latent Factor Learning for Private Recovery of Spatio-Temporal Signals

EH-FedSAG: Variance-Reduced Federated Learning with Energy-Aware Participation in Energy-Harvesting IoT

C2FL: Clustered Continual Federated Learning under Spatial and Temporal Drift

Receipt and verification

First computed	2026-07-05T05:36:12.915960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7cbef223cd088bc5e75fd07f20009186a5668ace9c916c4fd7d5544779a41a4

Aliases

arxiv: 1602.05629 · arxiv_version: 1602.05629v4 · doi: 10.48550/arxiv.1602.05629 · pith_short_12: 67F66IR42CEL · pith_short_16: 67F66IR42CELYXTV · pith_short_8: 67F66IR4

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/67F66IR42CELYXTV7UD7EAAJDB \
  | 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: f7cbef223cd088bc5e75fd07f20009186a5668ace9c916c4fd7d5544779a41a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d7749b0fea76b6eb78026474c6678bdd0a60e8fae1f991f7b14cfe8252bf4ad",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-17T23:40:56Z",
    "title_canon_sha256": "59481701066b2acb8a68298f8dd1243d871694d67b40b22c27ea58061c14c430"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.05629",
    "kind": "arxiv",
    "version": 4
  }
}