Pith Number

pith:AE3JOB4I

pith:2020:AE3JOB4ISAOX3XY3Q7ONXMVEF4

not attested not anchored not stored refs pending

An Efficiency-boosting Client Selection Scheme for Federated Learning with Fairness Guarantee

Albert Y.Zomaya, Keqin Li, Ligang He, Tiansheng Huang, Weiwei Lin, Wentai Wu

arxiv:2011.01783 v5 · 2020-11-03 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AE3JOB4ISAOX3XY3Q7ONXMVEF4}

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

Fairness in Federated Learning: Fairness for Whom?

Receipt and verification

First computed	2026-07-05T06:47:10.231288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0136970788901d7ddf1b87dcdbb2a42f27507dd79a9faec3ddba59b2f1c13a20

Aliases

arxiv: 2011.01783 · arxiv_version: 2011.01783v5 · doi: 10.48550/arxiv.2011.01783 · pith_short_12: AE3JOB4ISAOX · pith_short_16: AE3JOB4ISAOX3XY3 · pith_short_8: AE3JOB4I

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/AE3JOB4ISAOX3XY3Q7ONXMVEF4 \
  | 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: 0136970788901d7ddf1b87dcdbb2a42f27507dd79a9faec3ddba59b2f1c13a20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b28b69abdb2342b589eb7fc6475cb4b2d93bdd834f97f58c39a3756a30933d42",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-03T15:27:02Z",
    "title_canon_sha256": "719285c1490c4e00bba695db89e792189027f6941ece4f57d7c5f2a8df53c4ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.01783",
    "kind": "arxiv",
    "version": 5
  }
}