Pith Number

pith:TZFFQCYH

pith:2022:TZFFQCYHLGJALM5VSAEBAUXJ54

not attested not anchored not stored refs pending

Optimal Privacy Preserving for Federated Learning in Mobile Edge Computing

Diep N. Nguyen, Dinh Thai Hoang, Eryk Dutkiewicz, Hai M. Nguyen, Marwan Krunz, Minh Hoang Ha, Nam H. Chu, Van-Dinh Nguyen

arxiv:2211.07166 v2 · 2022-11-14 · cs.LG · cs.CR · 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{TZFFQCYHLGJALM5VSAEBAUXJ54}

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

Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

Receipt and verification

First computed	2026-07-05T06:11:58.117609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e4a580b07599205b3b590081052e9ef2acf3b99dbdc365d5e079991a4dd9cb5

Aliases

arxiv: 2211.07166 · arxiv_version: 2211.07166v2 · doi: 10.48550/arxiv.2211.07166 · pith_short_12: TZFFQCYHLGJA · pith_short_16: TZFFQCYHLGJALM5V · pith_short_8: TZFFQCYH

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/TZFFQCYHLGJALM5VSAEBAUXJ54 \
  | 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: 9e4a580b07599205b3b590081052e9ef2acf3b99dbdc365d5e079991a4dd9cb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52bb01db285e8bd1d6fd5c100fd4c37376476a743fb6b5cb5d8d7a2eab11a557",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-14T07:54:14Z",
    "title_canon_sha256": "11dff856a7546f1cd1f9bbb55aa9ab22a085eaf45dcd60ad54a3d2f609d8d355"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07166",
    "kind": "arxiv",
    "version": 2
  }
}