Pith Number

pith:MK64VU4S

pith:2019:MK64VU4SCSLPIB4YVOW2E2EUK3

not attested not anchored not stored refs pending

FedMD: Heterogenous Federated Learning via Model Distillation

Daliang Li, Junpu Wang

arxiv:1910.03581 v1 · 2019-10-08 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MK64VU4SCSLPIB4YVOW2E2EUK3}

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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

23 papers in Pith

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

Asynchronous Decentralized Federated Learning over Lossy Wireless Links via Reception- and Age-Aware Aggregation

Multi-Level Analyzation of Imbalance to Resolve Non-IID-Ness in Federated Learning

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

TallyTrain: Communication-Efficient Federated Distillation

Receipt and verification

First computed	2026-07-05T00:10:55.999485Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62bdcad3921496f40798abada2689456cdf241edb4b5adf9ee9838f3043d93c3

Aliases

arxiv: 1910.03581 · arxiv_version: 1910.03581v1 · doi: 10.48550/arxiv.1910.03581 · pith_short_12: MK64VU4SCSLP · pith_short_16: MK64VU4SCSLPIB4Y · pith_short_8: MK64VU4S

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/MK64VU4SCSLPIB4YVOW2E2EUK3 \
  | 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: 62bdcad3921496f40798abada2689456cdf241edb4b5adf9ee9838f3043d93c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2aaa2aab6f8048d46077d2b4c6fe9805efff03112da23d4e9bb6b367b7bb766",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-08T18:00:00Z",
    "title_canon_sha256": "350d428bf129e5b1812771e50daa8435ecbecf54a0c867acacae374c63062ca1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.03581",
    "kind": "arxiv",
    "version": 1
  }
}