Pith Number

pith:KHDR7OJV

pith:2024:KHDR7OJV4BTQKHHOJHB4GAIY32

not attested not anchored not stored refs pending

FedClust: Optimizing Federated Learning on Non-IID Data through Weight-Driven Client Clustering

Fei Xu, Li Chen, Md Sirajul Islam, Nian-Feng Tzeng, Simin Javaherian, Xu Yuan

arxiv:2403.04144 v1 · 2024-03-07 · cs.DC · 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{KHDR7OJV4BTQKHHOJHB4GAIY32}

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

Clustered Federated Learning via Embedding Distributions

Receipt and verification

First computed	2026-07-05T07:53:19.242494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51c71fb935e067051cee49c3c30118de87004f878d520acfba203a40edf37ced

Aliases

arxiv: 2403.04144 · arxiv_version: 2403.04144v1 · doi: 10.48550/arxiv.2403.04144 · pith_short_12: KHDR7OJV4BTQ · pith_short_16: KHDR7OJV4BTQKHHO · pith_short_8: KHDR7OJV

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/KHDR7OJV4BTQKHHOJHB4GAIY32 \
  | 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: 51c71fb935e067051cee49c3c30118de87004f878d520acfba203a40edf37ced

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6df8783b3d1b0b618fef19f22b5f3ac1506bae4d85e174e8d4561f6d84bfef75",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-03-07T01:50:36Z",
    "title_canon_sha256": "eb9ddb0aaf575637983b7de428c7e0e9868c5526dd2e36bd9f6e186a12410587"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04144",
    "kind": "arxiv",
    "version": 1
  }
}