Pith Number

pith:KO7OSITB

pith:2023:KO7OSITBHJ6ERNXKESGVCFUZY5

not attested not anchored not stored refs pending

Improving the Model Consistency of Decentralized Federated Learning

Bo Yuan, Dacheng Tao, Kang Wei, Li Shen, Xueqian Wang, Yan Sun, Yifan Shi

arxiv:2302.04083 v2 · 2023-02-08 · cs.LG · cs.DC · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KO7OSITBHJ6ERNXKESGVCFUZY5}

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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	2026-07-05T06:19:02.480327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53bee922613a7c48b6ea248d511699c768246e42715f253f5dd8caf2c2bb5c48

Aliases

arxiv: 2302.04083 · arxiv_version: 2302.04083v2 · doi: 10.48550/arxiv.2302.04083 · pith_short_12: KO7OSITBHJ6E · pith_short_16: KO7OSITBHJ6ERNXK · pith_short_8: KO7OSITB

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/KO7OSITBHJ6ERNXKESGVCFUZY5 \
  | 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: 53bee922613a7c48b6ea248d511699c768246e42715f253f5dd8caf2c2bb5c48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56d96c5b2c109b1cbe33a3391395cd92f8eaa2a6013719fa093fdcc8c50abfd2",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-08T14:37:34Z",
    "title_canon_sha256": "35d17bdcc23d03f91ff8e41fa75fa4fe73ce6c8761cb7e234d3e6ec100dfad91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.04083",
    "kind": "arxiv",
    "version": 2
  }
}