AIセキュリティポータルbot

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

Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation

Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-02-05 | Updated: 2022-07-14
Dataset evaluation
Poisoning
Robustness Evaluation

Training Differentially Private Models with Secure Multiparty Computation

Authors: Sikha Pentyala, Davis Railsback, Ricardo Maia, Rafael Dowsley, David Melanson, Anderson Nascimento, Martine De Cock | Published: 2022-02-05 | Updated: 2022-09-01
Training Protocol
Privacy Enhancing Protocol
Cryptographic Protocol

Linear Model Against Malicious Adversaries with Local Differential Privacy

Authors: Guanhong Miao, A. Adam Ding, Samuel S. Wu | Published: 2022-02-05 | Updated: 2022-06-29
Privacy Enhancing Protocol
Poisoning
Cryptographic Protocol

Pixle: a fast and effective black-box attack based on rearranging pixels

Authors: Jary Pomponi, Simone Scardapane, Aurelio Uncini | Published: 2022-02-04
Adversarial Attack Detection
Vulnerability Attack Method
Defense Method

A Robust Phased Elimination Algorithm for Corruption-Tolerant Gaussian Process Bandits

Authors: Ilija Bogunovic, Zihan Li, Andreas Krause, Jonathan Scarlett | Published: 2022-02-03 | Updated: 2022-03-28
Algorithm Design
Robustness Evaluation
Convergence Analysis