Pith Number

pith:E5LLZU6S

pith:2021:E5LLZU6SR2E3NTSZX5XHDLDRGR

not attested not anchored not stored refs pending

Achieving Linear Speedup with Partial Worker Participation in Non-IID Federated Learning

Haibo Yang, Jia Liu, Minghong Fang

arxiv:2101.11203 v3 · 2021-01-27 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E5LLZU6SR2E3NTSZX5XHDLDRGR}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T02:37:09.565341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2756bcd3d28e89b6ce59bf6e71ac713457fc8b8c0a31557c38ee3861d670b6a6

Aliases

arxiv: 2101.11203 · arxiv_version: 2101.11203v3 · doi: 10.48550/arxiv.2101.11203 · pith_short_12: E5LLZU6SR2E3 · pith_short_16: E5LLZU6SR2E3NTSZ · pith_short_8: E5LLZU6S

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/E5LLZU6SR2E3NTSZX5XHDLDRGR \
  | 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: 2756bcd3d28e89b6ce59bf6e71ac713457fc8b8c0a31557c38ee3861d670b6a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e13470c20ed5aee4b437ef60c50b6fe82291492df9d7ee7b4071188541cf2977",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-27T04:38:27Z",
    "title_canon_sha256": "65d066da27414e6b9262e27919a83e5544dda923260f68d62e411c0c4d8f28f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.11203",
    "kind": "arxiv",
    "version": 3
  }
}