Literature Database

Holistic Adversarial Robustness of Deep Learning Models

Authors: Pin-Yu Chen, Sijia Liu | Published: 2022-02-15 | Updated: 2023-01-05
Poisoning
Adversarial Attack Detection
Defense Method

Local Differential Privacy for Federated Learning

Authors: M. A. P. Chamikara, Dongxi Liu, Seyit Camtepe, Surya Nepal, Marthie Grobler, Peter Bertok, Ibrahim Khalil | Published: 2022-02-12 | Updated: 2022-08-03
LDP Mechanism
Privacy Enhancing Protocol
Convergence Analysis

Private Adaptive Optimization with Side Information

Authors: Tian Li, Manzil Zaheer, Sashank J. Reddi, Virginia Smith | Published: 2022-02-12 | Updated: 2022-06-25
Convergence Analysis
Optimization Methods
Weight Update Method

A Characterization of Semi-Supervised Adversarially-Robust PAC Learnability

Authors: Idan Attias, Steve Hanneke, Yishay Mansour | Published: 2022-02-11 | Updated: 2024-05-05
Algorithm Design
Data Selection Strategy
Robustness Evaluation

Personalization Improves Privacy-Accuracy Tradeoffs in Federated Learning

Authors: Alberto Bietti, Chen-Yu Wei, Miroslav Dudík, John Langford, Zhiwei Steven Wu | Published: 2022-02-10 | Updated: 2022-07-15
Algorithm Design
Privacy Risk Management
Privacy Enhancing Protocol

Case-based reasoning for rare events prediction on strategic sites

Authors: Vincent Vidal, Marie-Caroline Corbineau, Tugdual Ceillier | Published: 2022-02-10
Data Collection
Data Selection Strategy
Risk Prediction and Mitigation

PrivFair: a Library for Privacy-Preserving Fairness Auditing

Authors: Sikha Pentyala, David Melanson, Martine De Cock, Golnoosh Farnadi | Published: 2022-02-08 | Updated: 2022-05-23
Privacy Risk Management
Privacy Enhancing Protocol
Review and Investigation

Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-start

Authors: Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo | Published: 2022-02-07 | Updated: 2023-11-16
Algorithm Design
Convergence Analysis
Weight Update Method

Membership Inference Attacks and Defenses in Neural Network Pruning

Authors: Xiaoyong Yuan, Lan Zhang | Published: 2022-02-07 | Updated: 2022-08-03
Privacy Risk Management
Membership Disclosure Risk
Defense Method

Efficient Privacy Preserving Logistic Regression for Horizontally Distributed Data

Authors: Guanhong Miao | Published: 2022-02-05 | Updated: 2022-07-20
Privacy Enhancing Protocol
Robust Regression
Cryptographic Protocol