Mitigation of Policy Manipulation Attacks on Deep Q-Networks with Parameter-Space Noise
Authors: Vahid Behzadan, Arslan Munir | Published: 2018-06-04
Certified Robustness
Resisting Adversarial Attacks using Gaussian Mixture Variational Autoencoders
Authors: Partha Ghosh, Arpan Losalka, Michael J Black | Published: 2018-05-31 | Updated: 2018-12-10
Defending Against Machine Learning Model Stealing Attacks Using Deceptive Perturbations
Authors: Taesung Lee, Benjamin Edwards, Ian Molloy, Dong Su | Published: 2018-05-31 | Updated: 2018-12-13
Sequential Attacks on Agents for Long-Term Adversarial Goals
Authors: Edgar Tretschk, Seong Joon Oh, Mario Fritz | Published: 2018-05-31 | Updated: 2018-07-05
Adversarial Noise Attacks of Deep Learning Architectures — Stability Analysis via Sparse Modeled Signals
Authors: Yaniv Romano, Aviad Aberdam, Jeremias Sulam, Michael Elad | Published: 2018-05-29 | Updated: 2019-08-05
Detecting Deceptive Reviews using Generative Adversarial Networks
Authors: Hojjat Aghakhani, Aravind Machiry, Shirin Nilizadeh, Christopher Kruegel, Giovanni Vigna | Published: 2018-05-25
Adversarial Attacks on Neural Networks for Graph Data
Authors: Daniel Zügner, Amir Akbarnejad, Stephan Günnemann | Published: 2018-05-21 | Updated: 2021-12-09
Featurized Bidirectional GAN: Adversarial Defense via Adversarially Learned Semantic Inference
Authors: Ruying Bao, Sihang Liang, Qingcan Wang | Published: 2018-05-21 | Updated: 2018-09-29
Targeted Adversarial Examples for Black Box Audio Systems
Authors: Rohan Taori, Amog Kamsetty, Brenton Chu, Nikita Vemuri | Published: 2018-05-20 | Updated: 2019-08-20
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models
Authors: Pouya Samangouei, Maya Kabkab, Rama Chellappa | Published: 2018-05-17 | Updated: 2018-05-18