Pith Number

pith:R45UJYHU

pith:2018:R45UJYHURFD656RTOHZM4BREQN

not attested not anchored not stored refs pending

Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data

Eunjeong Jeong, Hyesung Kim, Jihong Park, Mehdi Bennis, Seong-Lyun Kim, Seungeun Oh

arxiv:1811.11479 v2 · 2018-11-28 · cs.LG · cs.NI · stat.ML

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\usepackage{pith}
\pithnumber{R45UJYHURFD656RTOHZM4BREQN}

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Record completeness

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

13 papers in Pith

Collate: Collaborative Neural Network Learning for Latency-Critical Edge Systems

Quantifying and Defending against the Privacy Risk in Logit-based Federated Learning

TallyTrain: Communication-Efficient Federated Distillation

Multi-hop Federated Private Data Augmentation with Sample Compression

Knowledge Distillation in Federated Learning: a Survey on Long Lasting Challenges and New Solutions

Receipt and verification

First computed	2026-07-05T07:02:23.404574Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f3b44e0f48947eefa3371f2ce0624836ed202a8b4266c06f92559fc26d6fd62

Aliases

arxiv: 1811.11479 · arxiv_version: 1811.11479v2 · doi: 10.48550/arxiv.1811.11479 · pith_short_12: R45UJYHURFD6 · pith_short_16: R45UJYHURFD656RT · pith_short_8: R45UJYHU

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/R45UJYHURFD656RTOHZM4BREQN \
  | 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: 8f3b44e0f48947eefa3371f2ce0624836ed202a8b4266c06f92559fc26d6fd62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb73b2c29201dbb710683643a0b7d0670f26d26c63d475c7f4e4d13ee1250476",
    "cross_cats_sorted": [
      "cs.NI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-28T10:16:18Z",
    "title_canon_sha256": "ffe23062e22b9e3d0261894941b3d875eef805c5a1321647fa8e7d0f720f3787"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.11479",
    "kind": "arxiv",
    "version": 2
  }
}