Optimization Methods

Deep Learning-Based Intrusion Detection System for Advanced Metering Infrastructure

Authors: Zakaria El Mrabet, Mehdi Ezzari, Hassan Elghazi, Badr Abou El Majd | Published: 2019-12-31
Optimization Methods
Deep Learning
Automated Intrusion Detection System

privGAN: Protecting GANs from membership inference attacks at low cost

Authors: Sumit Mukherjee, Yixi Xu, Anusua Trivedi, Juan Lavista Ferres | Published: 2019-12-31 | Updated: 2020-12-13
Privacy Protection Method
Membership Inference
Optimization Methods

Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification

Authors: Farhad Farokhi | Published: 2019-12-29
Privacy Protection Method
Optimization Methods
Statistical Methods

Adversarial Sensor Attack on LiDAR-based Perception in Autonomous Driving

Authors: Yulong Cao, Chaowei Xiao, Benjamin Cyr, Yimeng Zhou, Won Park, Sara Rampazzi, Qi Alfred Chen, Kevin Fu, Z. Morley Mao | Published: 2019-07-16 | Updated: 2019-08-20
Spoofing Attack Analysis
Adversarial Attack Methods
Optimization Methods

Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization

Authors: Feihu Huang, Shangqian Gao, Songcan Chen, Heng Huang | Published: 2019-05-29 | Updated: 2019-07-30
Convergence analysis
Optimization Methods
Privacy Protection in Machine Learning

Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization

Authors: Seungyong Moon, Gaon An, Hyun Oh Song | Published: 2019-05-16 | Updated: 2022-10-18
Query Generation Method
Poisoning
Optimization Methods

Adversarial Neural Network Inversion via Auxiliary Knowledge Alignment

Authors: Ziqi Yang, Ee-Chien Chang, Zhenkai Liang | Published: 2019-02-22
Model Inversion
Adversarial Attack Methods
Optimization Methods

Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization

Authors: Luis Muñoz-González, Battista Biggio, Ambra Demontis, Andrea Paudice, Vasin Wongrassamee, Emil C. Lupu, Fabio Roli | Published: 2017-08-29
Poisoning
Optimization Methods
Deep Learning Model