Pith Number

pith:S3OCLQ4S

pith:2023:S3OCLQ4SK325D5RBMQFE4PYLFU

not attested not anchored not stored refs pending

Optimizing Privacy, Utility and Efficiency in Constrained Multi-Objective Federated Learning

Hanlin Gu, Jinnan He, Kai Chen, Lixin Fan, Qiang Yang, Xingxing Tang, Yan Kang, Yuanqin He, Yuxing Han, Yuzhu Zhang

arxiv:2305.00312 v4 · 2023-04-29 · 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{S3OCLQ4SK325D5RBMQFE4PYLFU}

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

Clustering-Based Evolutionary Federated Multiobjective Optimization and Learning

Receipt and verification

First computed	2026-07-05T06:08:27.792797Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96dc25c39256f5d1f621640a4e3f0b2d39be688ba0d3396b8e9a3748e9f061a5

Aliases

arxiv: 2305.00312 · arxiv_version: 2305.00312v4 · doi: 10.48550/arxiv.2305.00312 · pith_short_12: S3OCLQ4SK325 · pith_short_16: S3OCLQ4SK325D5RB · pith_short_8: S3OCLQ4S

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/S3OCLQ4SK325D5RBMQFE4PYLFU \
  | 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: 96dc25c39256f5d1f621640a4e3f0b2d39be688ba0d3396b8e9a3748e9f061a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b30799ed984fc4fe6722599c2c76369cfbe371ac9e0a8c15d3cd5b10e91f889f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-29T17:55:38Z",
    "title_canon_sha256": "94515b4f91636c289c79d7542a8f9270309cd8223c8dd8f87f1a677687725b8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.00312",
    "kind": "arxiv",
    "version": 4
  }
}