Privacy Enhancing Technology

Side Channel-Assisted Inference Leakage from Machine Learning-based ECG Classification

Authors: Jialin Liu, Ning Miao, Chongzhou Fang, Houman Homayoun, Han Wang | Published: 2023-04-04
Cyber Attack
Privacy Enhancing Technology
Attack Method
2023.04.04 2025.05.28
Literature Database

On Mitigating the Utility-Loss in Differentially Private Learning: A new Perspective by a Geometrically Inspired Kernel Approach

Authors: Mohit Kumar, Bernhard A. Moser, Lukas Fischer | Published: 2023-04-03 | Updated: 2024-02-07
Privacy Enhancing Technology
Machine Learning Method
Regularization
2023.04.03 2025.05.28
Literature Database

Score Attack: A Lower Bound Technique for Optimal Differentially Private Learning

Authors: T. Tony Cai, Yichen Wang, Linjun Zhang | Published: 2023-03-13
Privacy Enhancing Technology
Risk Assessment Method
Convergence Property
2023.03.13 2025.05.28
Literature Database

From Noisy Fixed-Point Iterations to Private ADMM for Centralized and Federated Learning

Authors: Edwige Cyffers, Aurélien Bellet, Debabrota Basu | Published: 2023-02-24 | Updated: 2023-07-12
Privacy Enhancing Technology
Convergence Analysis
Fixed Point Iteration Method
2023.02.24 2025.05.28
Literature Database

Certified private data release for sparse Lipschitz functions

Authors: Konstantin Donhauser, Johan Lokna, Amartya Sanyal, March Boedihardjo, Robert Hönig, Fanny Yang | Published: 2023-02-19 | Updated: 2023-08-28
Watermarking
Privacy Enhancing Technology
Model Performance Evaluation
2023.02.19 2025.05.28
Literature Database

Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Data

Authors: Pratik Karmakar, Debabrota Basu | Published: 2023-02-16 | Updated: 2023-10-18
Privacy Enhancing Technology
Model Performance Evaluation
Model Extraction Attack
2023.02.16 2025.05.28
Literature Database

Understanding Reconstruction Attacks with the Neural Tangent Kernel and Dataset Distillation

Authors: Noel Loo, Ramin Hasani, Mathias Lechner, Alexander Amini, Daniela Rus | Published: 2023-02-02 | Updated: 2023-11-09
Privacy Enhancing Technology
Model Performance Evaluation
Reconstruction Durability
2023.02.02 2025.05.28
Literature Database

On the Efficacy of Differentially Private Few-shot Image Classification

Authors: Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella-Beguelin, Richard E Turner, Antti Honkela | Published: 2023-02-02 | Updated: 2023-12-19
Few-Shot Learning
Privacy Enhancing Technology
Model Performance Evaluation
2023.02.02 2025.05.28
Literature Database

Privacy Preserving Ultra-Short-term Wind Power Prediction Based on Secure Multi Party Computation

Authors: Hang Fan, Xiaoyu Fan, Tianyi Hao, Wei Wei, Kun Chen, Guosai Wang, Xiaofeng Jia, Yidong Li, Wei Xu | Published: 2023-01-31
Privacy Enhancing Technology
Participant Selection Method
Decision Tree
2023.01.31 2025.05.28
Literature Database

Practical Differentially Private Hyperparameter Tuning with Subsampling

Authors: Antti Koskela, Tejas Kulkarni | Published: 2023-01-27 | Updated: 2024-02-13
Watermarking
Privacy Enhancing Technology
Optimization Problem
2023.01.27 2025.05.28
Literature Database
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