Attack Type

Downscaling Attack and Defense: Turning What You See Back Into What You Get

Authors: Andrew J. Lohn | Published: 2020-10-06 | Updated: 2020-10-07
Attack Type
Adversarial attack
Image Processing

Leakage of Dataset Properties in Multi-Party Machine Learning

Authors: Wanrong Zhang, Shruti Tople, Olga Ohrimenko | Published: 2020-06-12 | Updated: 2021-06-17
Privacy Loss Analysis
Membership Inference
Attack Type

Robustness to Adversarial Attacks in Learning-Enabled Controllers

Authors: Zikang Xiong, Joe Eappen, He Zhu, Suresh Jagannathan | Published: 2020-06-11
Safety Characteristics
Attack Type
Adversarial Attack Detection

Smoothed Geometry for Robust Attribution

Authors: Zifan Wang, Haofan Wang, Shakul Ramkumar, Matt Fredrikson, Piotr Mardziel, Anupam Datta | Published: 2020-06-11 | Updated: 2020-10-22
Attack Type
Feature Importance Analysis
Interpretation Method

Stealing Deep Reinforcement Learning Models for Fun and Profit

Authors: Kangjie Chen, Shangwei Guo, Tianwei Zhang, Xiaofei Xie, Yang Liu | Published: 2020-06-09 | Updated: 2020-12-22
Algorithm
Improvement of Learning
Attack Type

Tricking Adversarial Attacks To Fail

Authors: Blerta Lindqvist | Published: 2020-06-08
Attack Type
Adversarial Attack Detection
Defense Effectiveness Analysis

On Universalized Adversarial and Invariant Perturbations

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam | Published: 2020-06-08
Attack Type
Adversarial Attack Detection
Fundamentals of Machine Learning

mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks

Authors: Hai Shu, Ronghua Shi, Qiran Jia, Hongtu Zhu, Ziqi Chen | Published: 2020-06-05 | Updated: 2022-05-08
Algorithm
Attack Type
Adversarial Attack Detection

Detecting Audio Attacks on ASR Systems with Dropout Uncertainty

Authors: Tejas Jayashankar, Jonathan Le Roux, Pierre Moulin | Published: 2020-06-02 | Updated: 2020-09-15
Attack Type
Adversarial Attack Detection
Malfunction of Voice Assistants

Perturbation Analysis of Gradient-based Adversarial Attacks

Authors: Utku Ozbulak, Manvel Gasparyan, Wesley De Neve, Arnout Van Messem | Published: 2020-06-02
Poisoning
Attack Type
Adversarial Attack Detection