Pith Number

pith:CVUXUV6O

pith:2023:CVUXUV6OBOLBMQURH2PP74URII

not attested not anchored not stored refs pending

A Survey of What to Share in Federated Learning: Perspectives on Model Utility, Privacy Leakage, and Communication Efficiency

Jiawei Shao, Jun Zhang, Lumin Liu, Tailin Zhou, Wenqiang Sun, Yuchang Sun, Yuyi Mao, Zehong Lin, Zijian Li

arxiv:2307.10655 v2 · 2023-07-20 · cs.LG · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CVUXUV6OBOLBMQURH2PP74URII}

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

Quantization in Federated Learning: Methods, Challenges and Future Directions

Federated Spatiotemporal Graph Learning for Passive Attack Detection in Smart Grids

FedPF: Accurate Target Privacy Preserving Federated Learning Balancing Fairness and Utility

Receipt and verification

First computed	2026-07-05T07:46:20.842697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

15697a57ce0b961642913e9efff291422fdeecdfaf22bccef25261d2c540b3e2

Aliases

arxiv: 2307.10655 · arxiv_version: 2307.10655v2 · doi: 10.48550/arxiv.2307.10655 · pith_short_12: CVUXUV6OBOLB · pith_short_16: CVUXUV6OBOLBMQUR · pith_short_8: CVUXUV6O

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/CVUXUV6OBOLBMQURH2PP74URII \
  | 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: 15697a57ce0b961642913e9efff291422fdeecdfaf22bccef25261d2c540b3e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d566d4e328e9e969307b9358b64746267a7ca001f4505d8d12d1bdb9a350d583",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-20T07:35:42Z",
    "title_canon_sha256": "04170c73113e3f06c40849c5ef1a72068ed5f901c6ffca913c69994d4f38cf96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10655",
    "kind": "arxiv",
    "version": 2
  }
}