Pith Number

pith:HRIDKSBD

pith:2023:HRIDKSBDEQ2PZQJNPLHKD3P7FE

not attested not anchored not stored refs pending

FedSampling: A Better Sampling Strategy for Federated Learning

Fangzhao Wu, Lingjuan Lyu, Tao Qi, Xing Xie, Yongfeng Huang

arxiv:2306.14245 v1 · 2023-06-25 · 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{HRIDKSBDEQ2PZQJNPLHKD3P7FE}

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

FedSTaS: Client Stratification and Client Level Sampling for Efficient Federated Learning

Receipt and verification

First computed	2026-07-05T06:24:33.899773Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c503548232434fcc12d7acea1edff290de19d7e7503b4d7665337cba665db07

Aliases

arxiv: 2306.14245 · arxiv_version: 2306.14245v1 · doi: 10.48550/arxiv.2306.14245 · pith_short_12: HRIDKSBDEQ2P · pith_short_16: HRIDKSBDEQ2PZQJN · pith_short_8: HRIDKSBD

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/HRIDKSBDEQ2PZQJNPLHKD3P7FE \
  | 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: 3c503548232434fcc12d7acea1edff290de19d7e7503b4d7665337cba665db07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4feff4990843f26f5f6d459703a980fef1c3d892372cd23e41d25cd8aa704a12",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-25T13:38:51Z",
    "title_canon_sha256": "44b8ab9f5ba6f9d77cbb5be6598d944cedbf5936d90a278e4e407b15a9a24917"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.14245",
    "kind": "arxiv",
    "version": 1
  }
}