Defense Mechanism

Implementation of Security Systems for Detection and Prevention of Data Loss/Leakage at Organization via Traffic Inspection

Authors: Mir Hassan, Chen Jincai, Adnan Iftekhar, Adnan Shehzad, Xiaohui Cui | Published: 2020-12-28
Data Management System
Information Leakage Analysis
Defense Mechanism

Composite Adversarial Attacks

Authors: Xiaofeng Mao, Yuefeng Chen, Shuhui Wang, Hang Su, Yuan He, Hui Xue | Published: 2020-12-10
Taxonomy of Attacks
Adversarial Attack Methods
Defense Mechanism

Dynamic Defense Against Byzantine Poisoning Attacks in Federated Learning

Authors: Nuria Rodríguez-Barroso, Eugenio Martínez-Cámara, M. Victoria Luzón, Francisco Herrera | Published: 2020-07-29 | Updated: 2022-02-24
Byzantine Resilience
Poisoning
Defense Mechanism

Adversarial Robustness for Machine Learning Cyber Defenses Using Log Data

Authors: Kai Steverson, Jonathan Mullin, Metin Ahiskali | Published: 2020-07-29
Attack Method
Generative Model Characteristics
Defense Mechanism

Robust Machine Learning via Privacy/Rate-Distortion Theory

Authors: Ye Wang, Shuchin Aeron, Adnan Siraj Rakin, Toshiaki Koike-Akino, Pierre Moulin | Published: 2020-07-22 | Updated: 2021-05-18
Privacy Assessment
Optimization Problem
Defense Mechanism

On Adversarial Robustness: A Neural Architecture Search perspective

Authors: Chaitanya Devaguptapu, Devansh Agarwal, Gaurav Mittal, Pulkit Gopalani, Vineeth N Balasubramanian | Published: 2020-07-16 | Updated: 2021-08-26
Performance Evaluation
Deep Learning
Defense Mechanism

Robustifying Reinforcement Learning Agents via Action Space Adversarial Training

Authors: Kai Liang Tan, Yasaman Esfandiari, Xian Yeow Lee, Aakanksha, Soumik Sarkar | Published: 2020-07-14
Performance Evaluation
Attack Method
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