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Pith Number

pith:KF2AGGLV

pith:2023:KF2AGGLVEZQ5PFBRUQKDHOC3UI
not attested not anchored not stored refs pending

Echo of Neighbors: Privacy Amplification for Personalized Private Federated Learning with Shuffle Model

Hong Chen, Li Xiong, Suyun Zhao, Yixuan Liu, Yuhan Liu

arxiv:2304.05516 v2 · 2023-04-11 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KF2AGGLVEZQ5PFBRUQKDHOC3UI}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T06:14:09.552397Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

51740319752661d79431a41433b85ba219ac3b1a684c4033ef85a036089a4f4c

Aliases

arxiv: 2304.05516 · arxiv_version: 2304.05516v2 · doi: 10.48550/arxiv.2304.05516 · pith_short_12: KF2AGGLVEZQ5 · pith_short_16: KF2AGGLVEZQ5PFBR · pith_short_8: KF2AGGLV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KF2AGGLVEZQ5PFBRUQKDHOC3UI \
  | 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: 51740319752661d79431a41433b85ba219ac3b1a684c4033ef85a036089a4f4c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f37197b7edaa3f525be8b161f39a7f2d7b2b337af32456bfc3fd4f087ca708aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-04-11T21:48:42Z",
    "title_canon_sha256": "6ef1aa41f18835e7625dbef0dc2f13c7ef5985731933462372f81fef9501eee5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.05516",
    "kind": "arxiv",
    "version": 2
  }
}