Pith Number

pith:M46RS5VZ

pith:2022:M46RS5VZHEF36CXQFQNFQ43RFD

not attested not anchored not stored refs pending

DELTA: Diverse Client Sampling for Fasting Federated Learning

Lin Wang, Tao Lin, Xiaoying Tang, Yongxin Guo

arxiv:2205.13925 v4 · 2022-05-27 · 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{M46RS5VZHEF36CXQFQNFQ43RFD}

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	2026-07-05T07:06:18.747787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

673d1976b9390bbf0af02c1a58737128dcf65f7fb1a6d33652ccef5e220ead86

Aliases

arxiv: 2205.13925 · arxiv_version: 2205.13925v4 · doi: 10.48550/arxiv.2205.13925 · pith_short_12: M46RS5VZHEF3 · pith_short_16: M46RS5VZHEF36CXQ · pith_short_8: M46RS5VZ

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/M46RS5VZHEF36CXQFQNFQ43RFD \
  | 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: 673d1976b9390bbf0af02c1a58737128dcf65f7fb1a6d33652ccef5e220ead86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa36495b8ee0e667885a11cb32650aa8fdb23516baa92bee2ae618e9c06f2a16",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-27T12:08:23Z",
    "title_canon_sha256": "c6202095d6391d5cb9e966fc175e108c25b85f014a60ada1ba218eff9e092263"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.13925",
    "kind": "arxiv",
    "version": 4
  }
}