Pith Number

pith:2NWE3QV3

pith:2023:2NWE3QV3IDL2IF5QMZIXCXPKH2

not attested not anchored not stored refs pending

FedSpeed: Larger Local Interval, Less Communication Round, and Higher Generalization Accuracy

Dacheng Tao, Liang Ding, Li Shen, Tiansheng Huang, Yan Sun

arxiv:2302.10429 v2 · 2023-02-21 · 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{2NWE3QV3IDL2IF5QMZIXCXPKH2}

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

3 papers in Pith

Convergent Differential Privacy Analysis for General Federated Learning

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

FedVSSAM: Mitigating Flatness Incompatibility in Sharpness-Aware Federated Learning

Receipt and verification

First computed	2026-07-05T06:27:46.128329Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d36c4dc2bb40d7a417b06651715dea3e83d24e2caa61c9d4855116547a0f70e4

Aliases

arxiv: 2302.10429 · arxiv_version: 2302.10429v2 · doi: 10.48550/arxiv.2302.10429 · pith_short_12: 2NWE3QV3IDL2 · pith_short_16: 2NWE3QV3IDL2IF5Q · pith_short_8: 2NWE3QV3

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/2NWE3QV3IDL2IF5QMZIXCXPKH2 \
  | 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: d36c4dc2bb40d7a417b06651715dea3e83d24e2caa61c9d4855116547a0f70e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a2b5dea7701b7d7ea43ac053829c07882a3ce9a6366f2a71870ac8e7debf71a",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-21T03:55:29Z",
    "title_canon_sha256": "53260abd500c0d8ceb129db59d5f13aab3fe3b1ccbfa64eefcd1ca1dc998d048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10429",
    "kind": "arxiv",
    "version": 2
  }
}