Holistic Adversarial Robustness of Deep Learning Models Authors: Pin-Yu Chen, Sijia Liu | Published: 2022-02-15 | Updated: 2023-01-05 PoisoningAdversarial Attack DetectionDefense Method 2022.02.15 2025.05.28 Literature Database
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 MechanismPrivacy Enhancing ProtocolConvergence Analysis 2022.02.12 2025.05.28 Literature Database
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 AnalysisOptimization MethodsWeight Update Method 2022.02.12 2025.05.28 Literature Database
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 DesignData Selection StrategyRobustness Evaluation 2022.02.11 2025.05.28 Literature Database
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 DesignPrivacy Risk ManagementPrivacy Enhancing Protocol 2022.02.10 2025.05.28 Literature Database
Case-based reasoning for rare events prediction on strategic sites Authors: Vincent Vidal, Marie-Caroline Corbineau, Tugdual Ceillier | Published: 2022-02-10 Data CollectionData Selection StrategyRisk Prediction and Mitigation 2022.02.10 2025.05.28 Literature Database
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 ManagementPrivacy Enhancing ProtocolReview and Investigation 2022.02.08 2025.05.28 Literature Database
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 DesignConvergence AnalysisWeight Update Method 2022.02.07 2025.05.28 Literature Database
Membership Inference Attacks and Defenses in Neural Network Pruning Authors: Xiaoyong Yuan, Lan Zhang | Published: 2022-02-07 | Updated: 2022-08-03 Privacy Risk ManagementMembership Disclosure RiskDefense Method 2022.02.07 2025.05.28 Literature Database
Efficient Privacy Preserving Logistic Regression for Horizontally Distributed Data Authors: Guanhong Miao | Published: 2022-02-05 | Updated: 2022-07-20 Privacy Enhancing ProtocolRobust RegressionCryptographic Protocol 2022.02.05 2025.05.28 Literature Database