Pith Number

pith:KSUTLPRV

pith:2020:KSUTLPRV6M24KWYGDEP2P3QPO6

not attested not anchored not stored refs pending

Communication-Efficient Federated Learning via Optimal Client Sampling

Haris Vikalo, Monica Ribero

arxiv:2007.15197 v2 · 2020-07-30 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSUTLPRV6M24KWYGDEP2P3QPO6}

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

3 papers in Pith

FedSteer: Taming Extreme Gradient Staleness in Federated Learning with Corrective Projections and Caching

Choose Wisely and Privately: Proactive Client Selection for Fair and Efficient Federated Learning

Receipt and verification

First computed	2026-07-05T01:43:05.654802Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54a935be35f335c55b06191fa7ee0f77819ec55554dac77127e2493371267222

Aliases

arxiv: 2007.15197 · arxiv_version: 2007.15197v2 · doi: 10.48550/arxiv.2007.15197 · pith_short_12: KSUTLPRV6M24 · pith_short_16: KSUTLPRV6M24KWYG · pith_short_8: KSUTLPRV

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/KSUTLPRV6M24KWYGDEP2P3QPO6 \
  | 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: 54a935be35f335c55b06191fa7ee0f77819ec55554dac77127e2493371267222

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ea6a0254e2774239631d681b4d6084301f2a2b230ec66e98af307fcd87d3c90",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-30T02:58:00Z",
    "title_canon_sha256": "b6e34337a112f8b7a19dc9e21796c89a7dbf263fbaa2b83a317326c1f9176e96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.15197",
    "kind": "arxiv",
    "version": 2
  }
}