Pith Number

pith:QDQ54OFU

pith:2024:QDQ54OFUXUZ66RSQOKMR24M7XG

not attested not anchored not stored refs pending

One-Shot Sequential Federated Learning for Non-IID Data by Enhancing Local Model Diversity

Jianwei Yin, Naibo Wang, See-kiong Ng, Shichen Fan, Wenjie Feng, Yuchen Deng

arxiv:2404.12130 v1 · 2024-04-18 · cs.LG · cs.CV · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QDQ54OFUXUZ66RSQOKMR24M7XG}

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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

Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions

Receipt and verification

First computed	2026-07-05T08:09:35.807122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80e1de38b4bd33ef465072991d719fb9b381ba928afffb0376bb7c7bbe57dfe3

Aliases

arxiv: 2404.12130 · arxiv_version: 2404.12130v1 · doi: 10.48550/arxiv.2404.12130 · pith_short_12: QDQ54OFUXUZ6 · pith_short_16: QDQ54OFUXUZ66RSQ · pith_short_8: QDQ54OFU

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/QDQ54OFUXUZ66RSQOKMR24M7XG \
  | 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: 80e1de38b4bd33ef465072991d719fb9b381ba928afffb0376bb7c7bbe57dfe3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b04427a7c63748f29548d2f88cbb2e6c59d57fe55565a0e55311a7f0921df211",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-18T12:31:48Z",
    "title_canon_sha256": "6f54673b9176f40f81bd7884cc5b1ee3284b2466f2aa99aa5627c08558a80dde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12130",
    "kind": "arxiv",
    "version": 1
  }
}