Adversarial attack

Adversarial Examples in RF Deep Learning: Detection of the Attack and its Physical Robustness

Authors: Silvija Kokalj-Filipovic, Rob Miller | Published: 2019-02-16
Adversarial Example
Adversarial attack
Adversarial Attack Methods

The Odds are Odd: A Statistical Test for Detecting Adversarial Examples

Authors: Kevin Roth, Yannic Kilcher, Thomas Hofmann | Published: 2019-02-13 | Updated: 2019-05-09
Certified Robustness
Adversarial attack
Adversarial Attack Methods

Model Compression with Adversarial Robustness: A Unified Optimization Framework

Authors: Shupeng Gui, Haotao Wang, Chen Yu, Haichuan Yang, Zhangyang Wang, Ji Liu | Published: 2019-02-10 | Updated: 2019-12-28
Adversarial Learning
Adversarial attack
Optimization Strategy

Is Spiking Secure? A Comparative Study on the Security Vulnerabilities of Spiking and Deep Neural Networks

Authors: Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique | Published: 2019-02-04 | Updated: 2020-05-18
Adversarial Example
Adversarial Learning
Adversarial attack

Robustness of Generalized Learning Vector Quantization Models against Adversarial Attacks

Authors: Sascha Saralajew, Lars Holdijk, Maike Rees, Thomas Villmann | Published: 2019-02-01 | Updated: 2019-03-09
Robustness Improvement
Adversarial attack
Deep Learning Technology

The Efficacy of SHIELD under Different Threat Models

Authors: Cory Cornelius, Nilaksh Das, Shang-Tse Chen, Li Chen, Michael E. Kounavis, Duen Horng Chau | Published: 2019-02-01 | Updated: 2019-08-02
Certified Robustness
Adversarial attack
Threat modeling

Robustness Certificates Against Adversarial Examples for ReLU Networks

Authors: Sahil Singla, Soheil Feizi | Published: 2019-02-01 | Updated: 2019-02-05
Robustness Improvement
Adversarial Example
Adversarial attack

Optimal Attack against Autoregressive Models by Manipulating the Environment

Authors: Yiding Chen, Xiaojin Zhu | Published: 2019-02-01 | Updated: 2019-12-01
MPC Algorithm
Adversarial attack
Optimization Problem

A New Family of Neural Networks Provably Resistant to Adversarial Attacks

Authors: Rakshit Agrawal, Luca de Alfaro, David Helmbold | Published: 2019-02-01
Adversarial Example
Adversarial Learning
Adversarial attack

CapsAttacks: Robust and Imperceptible Adversarial Attacks on Capsule Networks

Authors: Alberto Marchisio, Giorgio Nanfa, Faiq Khalid, Muhammad Abdullah Hanif, Maurizio Martina, Muhammad Shafique | Published: 2019-01-28 | Updated: 2019-05-24
Adversarial Example
Adversarial Perturbation Techniques
Adversarial attack