Pith Number

pith:DTOVD7TK

pith:2023:DTOVD7TKYRQN273EK6M2Z47T73

not attested not anchored not stored refs pending

A Simple Data Augmentation for Feature Distribution Skewed Federated Learning

Guang Yang, Huazhu Fu, Jinheng Xie, Jun Ma, Lei Zhu, Yuexiang Li, Yunlu Yan

arxiv:2306.09363 v2 · 2023-06-14 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DTOVD7TKYRQN273EK6M2Z47T73}

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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	2026-07-05T09:45:06.088851Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1cdd51fe6ac460dd7f645799acf3f3fedeeb5ab5c262c3574056ef9fc46e58b9

Aliases

arxiv: 2306.09363 · arxiv_version: 2306.09363v2 · doi: 10.48550/arxiv.2306.09363 · pith_short_12: DTOVD7TKYRQN · pith_short_16: DTOVD7TKYRQN273E · pith_short_8: DTOVD7TK

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/DTOVD7TKYRQN273EK6M2Z47T73 \
  | 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: 1cdd51fe6ac460dd7f645799acf3f3fedeeb5ab5c262c3574056ef9fc46e58b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03bf6cef96db2f7f6ca4c1b15e7ed9ac69b3b175e773971d039cff8b0fc33361",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-14T05:46:52Z",
    "title_canon_sha256": "af66130c9e7171957597255d68741dbc0d9d1d7c2b0c79cc4ad293648f115904"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09363",
    "kind": "arxiv",
    "version": 2
  }
}