Pith Number

pith:7GBQDZSW

pith:2020:7GBQDZSWZGKREC6BKQMJOJTSSV

not attested not anchored not stored refs pending

FedPD: A Federated Learning Framework with Optimal Rates and Adaptivity to Non-IID Data

Mingyi Hong, Sairaj Dhople, Wotao Yin, Xinwei Zhang, Yang Liu

arxiv:2005.11418 v3 · 2020-05-22 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7GBQDZSWZGKREC6BKQMJOJTSSV}

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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

What Makes Local Updates Effective: The Role of Data Heterogeneity and Smoothness

Receipt and verification

First computed	2026-07-05T03:34:19.660076Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f98301e656c995120bc1541897267295402ebb2370f75a8f41e6bcf61af582a4

Aliases

arxiv: 2005.11418 · arxiv_version: 2005.11418v3 · doi: 10.48550/arxiv.2005.11418 · pith_short_12: 7GBQDZSWZGKR · pith_short_16: 7GBQDZSWZGKREC6B · pith_short_8: 7GBQDZSW

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/7GBQDZSWZGKREC6BKQMJOJTSSV \
  | 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: f98301e656c995120bc1541897267295402ebb2370f75a8f41e6bcf61af582a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10f22d40e981c04e2c3469110556993b3c864a33c89f22890379437c3cf753a5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-22T23:07:42Z",
    "title_canon_sha256": "31c7c968fca0876401ed81281b269516ef6422ed487ef2ad2227ef1bada21071"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.11418",
    "kind": "arxiv",
    "version": 3
  }
}