Pith Number

pith:PPFHTTEV

pith:2019:PPFHTTEVQF2WJFUWJUWHETUCKW

not attested not anchored not stored refs pending

Motivating Workers in Federated Learning: A Stackelberg Game Perspective

Ozgur Ercetin, Yunus Sarikaya

arxiv:1908.03092 v1 · 2019-08-06 · 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{PPFHTTEVQF2WJFUWJUWHETUCKW}

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

Federated Learning by Utility-Constrained Stochastic Aggregation for Improving Rational Participation

Receipt and verification

First computed	2026-07-04T23:52:26.067062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7bca79cc9581756496964d2c724e82558ee9ebe21badeb5b107ed36931ae8eff

Aliases

arxiv: 1908.03092 · arxiv_version: 1908.03092v1 · doi: 10.48550/arxiv.1908.03092 · pith_short_12: PPFHTTEVQF2W · pith_short_16: PPFHTTEVQF2WJFUW · pith_short_8: PPFHTTEV

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/PPFHTTEVQF2WJFUWJUWHETUCKW \
  | 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: 7bca79cc9581756496964d2c724e82558ee9ebe21badeb5b107ed36931ae8eff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb682d445e68a07f6fd52608d60c644dd41fb22d81df4eb104e07d073761b0b3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2019-08-06T14:00:35Z",
    "title_canon_sha256": "ca1103a2642fc43982d1e35ad36f3aee9d4baac573bb90ada7007ded226e3257"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.03092",
    "kind": "arxiv",
    "version": 1
  }
}