Pith Number

pith:IURVOLR2

pith:2023:IURVOLR2GUGCMMOF52PUAWKB5U

not attested not anchored not stored refs pending

LEFL: Low Entropy Client Sampling in Federated Learning

Ali Jannesari, Pablo Munoz, Waqwoya Abebe

arxiv:2312.17430 v2 · 2023-12-29 · 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{IURVOLR2GUGCMMOF52PUAWKB5U}

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	2026-07-05T07:44:22.234174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4523572e3a350c2631c5ee9f405941ed29e9788e82ec350c2e90a7a4ed7780e2

Aliases

arxiv: 2312.17430 · arxiv_version: 2312.17430v2 · doi: 10.48550/arxiv.2312.17430 · pith_short_12: IURVOLR2GUGC · pith_short_16: IURVOLR2GUGCMMOF · pith_short_8: IURVOLR2

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/IURVOLR2GUGCMMOF52PUAWKB5U \
  | 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: 4523572e3a350c2631c5ee9f405941ed29e9788e82ec350c2e90a7a4ed7780e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "173ed7e0a8901a177a7ae3e354edbd20ae7bbc38af6ae06506eefe627b10b332",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-29T01:44:20Z",
    "title_canon_sha256": "cdadc30d6f4ab36a2875ad46c57be9a963ca315d32dc4b1caedce7eed3b9ec3e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.17430",
    "kind": "arxiv",
    "version": 2
  }
}