プライバシー評価

You Can’t Hide Behind Your Headset: User Profiling in Augmented and Virtual Reality

Authors: Pier Paolo Tricomi, Federica Nenna, Luca Pajola, Mauro Conti, Luciano Gamberini | Published: 2022-09-22
データセット生成
プライバシー評価
ユーザー認証システム

Bayesian Estimation of Differential Privacy

Authors: Santiago Zanella-Béguelin, Lukas Wutschitz, Shruti Tople, Ahmed Salem, Victor Rühle, Andrew Paverd, Mohammad Naseri, Boris Köpf, Daniel Jones | Published: 2022-06-10 | Updated: 2022-06-15
プライバシー評価
ベイズセキュリティ
深層学習手法

Muffliato: Peer-to-Peer Privacy Amplification for Decentralized Optimization and Averaging

Authors: Edwige Cyffers, Mathieu Even, Aurélien Bellet, Laurent Massoulié | Published: 2022-06-10 | Updated: 2024-06-11
グラフ構築
プライバシー評価
通信モデル

A Critical Review on the Use (and Misuse) of Differential Privacy in Machine Learning

Authors: Alberto Blanco-Justicia, David Sanchez, Josep Domingo-Ferrer, Krishnamurty Muralidhar | Published: 2022-06-09 | Updated: 2022-07-05
プライバシー評価
一般化の影響
敵対的サンプル

Analytical Composition of Differential Privacy via the Edgeworth Accountant

Authors: Hua Wang, Sheng Gao, Huanyu Zhang, Milan Shen, Weijie J. Su | Published: 2022-06-09
プライバシー評価
連合学習
関数の定義

Rate Distortion Tradeoff in Private Read Update Write in Federated Submodel Learning

Authors: Sajani Vithana, Sennur Ulukus | Published: 2022-06-07
データ管理システム
プライバシー評価
連合学習

Group privacy for personalized federated learning

Authors: Filippo Galli, Sayan Biswas, Kangsoo Jung, Tommaso Cucinotta, Catuscia Palamidessi | Published: 2022-06-07 | Updated: 2022-09-04
プライバシー評価
ポイズニング
連合学習

Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?

Authors: Huiyu Li, Nicholas Ayache, Hervé Delingette | Published: 2022-06-07
DFLに対する攻撃手法
プライバシー評価
メンバーシップ推論

Defense Against Gradient Leakage Attacks via Learning to Obscure Data

Authors: Yuxuan Wan, Han Xu, Xiaorui Liu, Jie Ren, Wenqi Fan, Jiliang Tang | Published: 2022-06-01
DFLに対する攻撃手法
プライバシー評価
ポイズニング

Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data

Authors: Huancheng Chen, Haris Vikalo | Published: 2022-06-01 | Updated: 2023-04-20
トレーニングプロトコル
プライバシー評価
ポイズニング