Defense Mechanism

A simple defense against adversarial attacks on heatmap explanations

Authors: Laura Rieger, Lars Kai Hansen | Published: 2020-07-13
Poisoning
Attack Method
Defense Mechanism

ManiGen: A Manifold Aided Black-box Generator of Adversarial Examples

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah, Abdulelah Algosaibi, Adel Aldalbahi, Mohammed Alaneem, Abdulaziz Alhumam, Mohammed Anan | Published: 2020-07-11
Attack Method
Adversarial Example
Defense Mechanism

Defending against Backdoors in Federated Learning with Robust Learning Rate

Authors: Mustafa Safa Ozdayi, Murat Kantarcioglu, Yulia R. Gel | Published: 2020-07-07 | Updated: 2021-07-29
Backdoor Attack
Adversarial Learning
Defense Mechanism

Backdoor attacks and defenses in feature-partitioned collaborative learning

Authors: Yang Liu, Zhihao Yi, Tianjian Chen | Published: 2020-07-07
Poisoning
Adversarial Learning
Defense Mechanism

Trace-Norm Adversarial Examples

Authors: Ehsan Kazemi, Thomas Kerdreux, Liqiang Wang | Published: 2020-07-02
Algorithm Design
Adversarial Attack Detection
Defense Mechanism

Deep Learning Defenses Against Adversarial Examples for Dynamic Risk Assessment

Authors: Xabier Echeberria-Barrio, Amaia Gil-Lerchundi, Ines Goicoechea-Telleria, Raul Orduna-Urrutia | Published: 2020-07-02
Adversarial Example
Adversarial Attack Methods
Defense Mechanism

FDA3 : Federated Defense Against Adversarial Attacks for Cloud-Based IIoT Applications

Authors: Yunfei Song, Tian Liu, Tongquan Wei, Xiangfeng Wang, Zhe Tao, Mingsong Chen | Published: 2020-06-28
Adversarial Example
Adversarial attack
Defense Mechanism

Deep Partition Aggregation: Provable Defense against General Poisoning Attacks

Authors: Alexander Levine, Soheil Feizi | Published: 2020-06-26 | Updated: 2021-03-18
Algorithm Design
Poisoning
Defense Mechanism

Perceptual Adversarial Robustness: Defense Against Unseen Threat Models

Authors: Cassidy Laidlaw, Sahil Singla, Soheil Feizi | Published: 2020-06-22 | Updated: 2021-07-04
Poisoning
Adversarial Attack Methods
Defense Mechanism

Learning to Generate Noise for Multi-Attack Robustness

Authors: Divyam Madaan, Jinwoo Shin, Sung Ju Hwang | Published: 2020-06-22 | Updated: 2021-06-24
Adversarial Perturbation Techniques
Adversarial Attack Methods
Defense Mechanism