Pith Number

pith:7SVUSP5Q

pith:2023:7SVUSP5QW34IINJNZAZOI4CC2E

not attested not anchored not stored refs pending

Heterogeneity-Guided Client Sampling: Towards Fast and Efficient Non-IID Federated Learning

Haris Vikalo, Huancheng Chen

arxiv:2310.00198 v2 · 2023-09-30 · 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{7SVUSP5QW34IINJNZAZOI4CC2E}

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

Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review

Receipt and verification

First computed	2026-07-05T09:15:26.986646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcab493fb0b6f884352dc832e47042d12eee33a93f12ec4762e3c6caeaa6db41

Aliases

arxiv: 2310.00198 · arxiv_version: 2310.00198v2 · doi: 10.48550/arxiv.2310.00198 · pith_short_12: 7SVUSP5QW34I · pith_short_16: 7SVUSP5QW34IINJN · pith_short_8: 7SVUSP5Q

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/7SVUSP5QW34IINJNZAZOI4CC2E \
  | 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: fcab493fb0b6f884352dc832e47042d12eee33a93f12ec4762e3c6caeaa6db41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64b725ebe22d419dba08dabec583dac6ee57f66ec5442aeeb8bb441996931b5b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-30T00:29:30Z",
    "title_canon_sha256": "2e91df40e77cc7d65fa91bf878ccccc9aa0857cd7d43fde4b68a12249fd7554d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00198",
    "kind": "arxiv",
    "version": 2
  }
}