Pith Number

pith:KKIW2USF

pith:2021:KKIW2USFFCAA3M3EMJIU4WJIHA

not attested not anchored not stored refs pending

Fed-ensemble: Improving Generalization through Model Ensembling in Federated Learning

Fan Lai, Mosharaf Chowdhury, Naichen Shi, Raed Al Kontar

arxiv:2107.10663 v1 · 2021-07-21 · stat.ML · 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{KKIW2USFFCAA3M3EMJIU4WJIHA}

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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

Rethinking the Personalized Relaxed Initialization in the Federated Learning: Consistency and Generalization

Receipt and verification

First computed	2026-07-05T06:26:38.550785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52916d524528800db36462514e5928380567bf9834f11be122130d55393e3e03

Aliases

arxiv: 2107.10663 · arxiv_version: 2107.10663v1 · doi: 10.48550/arxiv.2107.10663 · pith_short_12: KKIW2USFFCAA · pith_short_16: KKIW2USFFCAA3M3E · pith_short_8: KKIW2USF

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/KKIW2USFFCAA3M3EMJIU4WJIHA \
  | 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: 52916d524528800db36462514e5928380567bf9834f11be122130d55393e3e03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7172d485cdaaa8f91de618c508bbd141f4589ebcdf96c15c6cf68d436ad84a0e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-07-21T14:40:14Z",
    "title_canon_sha256": "ab9cd099070c3e172cdca3fdea86343874d48e50706eb835f3163d57cfae0d09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.10663",
    "kind": "arxiv",
    "version": 1
  }
}