Pith Number

pith:ZGGT4545

pith:2021:ZGGT4545NW375NQAF4Q6TIWMXE

not attested not anchored not stored refs pending

FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Meirui Jiang, Michael Kamp, Qi Dou, Xiaofei Zhang, Xiaoxiao Li

arxiv:2102.07623 v2 · 2021-02-15 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZGGT4545NW375NQAF4Q6TIWMXE}

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

12 papers in Pith

Benchmarking Federated Learning and Knowledge Distillation for Point Cloud Classification

Demystifying the Optimal Fair Classifier in Multi-Class Classification

Federated Breast Cancer Detection Enhanced by Synthetic Ultrasound Image Augmentation

Domain-Adaptive Model Merging Across Disconnected Modes

Personalized Digital Health Modeling with Adaptive Support Users

Receipt and verification

First computed	2026-07-05T02:39:14.615234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c98d3e779d6db7feb6002f21e9a2ccb9382c7057ba25e289e3f8f9b65ffbdbfa

Aliases

arxiv: 2102.07623 · arxiv_version: 2102.07623v2 · doi: 10.48550/arxiv.2102.07623 · pith_short_12: ZGGT4545NW37 · pith_short_16: ZGGT4545NW375NQA · pith_short_8: ZGGT4545

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/ZGGT4545NW375NQAF4Q6TIWMXE \
  | 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: c98d3e779d6db7feb6002f21e9a2ccb9382c7057ba25e289e3f8f9b65ffbdbfa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9fe0832793d43c32572cb5a7061e4dd165f49adb0bb970d82dac3a1154b6662b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-15T16:04:10Z",
    "title_canon_sha256": "186aa3fe42ad69096a309a3db44d5360fad0f42c217e4b5491cff674f60d23b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.07623",
    "kind": "arxiv",
    "version": 2
  }
}