Pith. sign in
Pith Number

pith:OOIFBFTH

pith:2021:OOIFBFTHGM4BF65VCJ3BMVM2SF
not attested not anchored not stored refs pending

Optimizing the Numbers of Queries and Replies in Federated Learning with Differential Privacy

Chao Li, Di Wu, Shui Yu, Xuezheng Liu, Yao Fu, Yipeng Zhou

arxiv:2107.01895 v1 · 2021-07-05 · cs.LG · cs.CR · cs.DC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OOIFBFTHGM4BF65VCJ3BMVM2SF}

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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.
Receipt and verification
First computed 2026-07-05T02:55:01.692896Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7390509667333812fbb5127616559a9158d2bb9300e75639e6fd18561dd88f88

Aliases

arxiv: 2107.01895 · arxiv_version: 2107.01895v1 · doi: 10.48550/arxiv.2107.01895 · pith_short_12: OOIFBFTHGM4B · pith_short_16: OOIFBFTHGM4BF65V · pith_short_8: OOIFBFTH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OOIFBFTHGM4BF65VCJ3BMVM2SF \
  | 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: 7390509667333812fbb5127616559a9158d2bb9300e75639e6fd18561dd88f88
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ead8ad1b93c4f92d0d84c087c6688e0ab6fb972c5763f41df252f1fae46fcc52",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-05T09:42:56Z",
    "title_canon_sha256": "26b6a7356f4c3fe57b77818844fd820392a520d5e0a8173e3550bb2ebdc2ba44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.01895",
    "kind": "arxiv",
    "version": 1
  }
}