プライバシー保護手法

Smooth Anonymity for Sparse Graphs

Authors: Alessandro Epasto, Hossein Esfandiari, Vahab Mirrokni, Andres Munoz Medina | Published: 2022-07-13 | Updated: 2024-05-14
アルゴリズム設計
データセット評価
プライバシー保護手法

Unlocking High-Accuracy Differentially Private Image Classification through Scale

Authors: Soham De, Leonard Berrada, Jamie Hayes, Samuel L. Smith, Borja Balle | Published: 2022-04-28 | Updated: 2022-06-16
プライバシー保護手法
モデル設計
計算効率

Federated Stochastic Primal-dual Learning with Differential Privacy

Authors: Yiwei Li, Shuai Wang, Tsung-Hui Chang, Chong-Yung Chi | Published: 2022-04-26
プライバシー保護手法
収束分析
通信効率

Towards Privacy-Preserving Neural Architecture Search

Authors: Fuyi Wang, Leo Yu Zhang, Lei Pan, Shengshan Hu, Robin Doss | Published: 2022-04-22
プライバシー保護手法
プライバシー保護技術
モデル設計

Block Hunter: Federated Learning for Cyber Threat Hunting in Blockchain-based IIoT Networks

Authors: Abbas Yazdinejad, Ali Dehghantanha, Reza M. Parizi, Mohammad Hammoudeh, Hadis Karimipour, Gautam Srivastava | Published: 2022-04-21
プライバシー保護手法
機械学習の基礎
異常検出手法

Spy in the GPU-box: Covert and Side Channel Attacks on Multi-GPU Systems

Authors: Sankha Baran Dutta, Hoda Naghibijouybari, Arjun Gupta, Nael Abu-Ghazaleh, Andres Marquez, Kevin Barker | Published: 2022-03-30
GPUの脆弱性
プライバシー保護手法
物理攻撃

Quantum Differential Privacy: An Information Theory Perspective

Authors: Christoph Hirche, Cambyse Rouzé, Daniel Stilck França | Published: 2022-02-22 | Updated: 2023-04-06
プライバシー保護
プライバシー保護手法
量子計算

Antipodes of Label Differential Privacy: PATE and ALIBI

Authors: Mani Malek, Ilya Mironov, Karthik Prasad, Igor Shilov, Florian Tramèr | Published: 2021-06-07 | Updated: 2021-10-29
プライバシー保護手法
メンバーシップ推論
ラベル不確実性

Differentially Empirical Risk Minimization under the Fairness Lens

Authors: Cuong Tran, My H. Dinh, Ferdinando Fioretto | Published: 2021-06-04 | Updated: 2022-09-08
DP-SGD
プライバシー保護手法
リスク管理

On Privacy and Confidentiality of Communications in Organizational Graphs

Authors: Masoumeh Shafieinejad, Huseyin Inan, Marcello Hasegawa, Robert Sim | Published: 2021-05-27
プライバシー保護手法
情報理論的評価
脆弱性評価手法