Adversarial Attack Methods

PopSkipJump: Decision-Based Attack for Probabilistic Classifiers

Authors: Carl-Johann Simon-Gabriel, Noman Ahmed Sheikh, Andreas Krause | Published: 2021-06-14
Adversarial Attack Methods
Selection and Evaluation of Optimization Algorithms
Defense Mechanism

Security Concerns on Machine Learning Solutions for 6G Networks in mmWave Beam Prediction

Authors: Ferhat Ozgur Catak, Evren Catak, Murat Kuzlu, Umit Cali, Devrim Unal | Published: 2021-05-09 | Updated: 2021-07-23
Adversarial Attack Methods
Optimization Problem
Deep Learning Method

Learning Image Attacks toward Vision Guided Autonomous Vehicles

Authors: Hyung-Jin Yoon, Hamidreza Jafarnejadsani, Petros Voulgaris | Published: 2021-05-09 | Updated: 2021-05-17
Adversarial Attack Methods
State Estimation Method
Generative Adversarial Network

Attribution of Gradient Based Adversarial Attacks for Reverse Engineering of Deceptions

Authors: Michael Goebel, Jason Bunk, Srinjoy Chattopadhyay, Lakshmanan Nataraj, Shivkumar Chandrasekaran, B. S. Manjunath | Published: 2021-03-19
Data Extraction and Analysis
Poisoning
Adversarial Attack Methods

LSDAT: Low-Rank and Sparse Decomposition for Decision-based Adversarial Attack

Authors: Ashkan Esmaeili, Marzieh Edraki, Nazanin Rahnavard, Mubarak Shah, Ajmal Mian | Published: 2021-03-19 | Updated: 2021-03-22
Adversarial Attack Methods
Optimization Problem
Deep Learning Technology

Resilient Cooperative Adaptive Cruise Control for Autonomous Vehicles Using Machine Learning

Authors: Srivalli Boddupalli, Akash Someshwar Rao, Sandip Ray | Published: 2021-03-18
Attack Detection
Adversarial Attack Methods
Role of Machine Learning

Simeon — Secure Federated Machine Learning Through Iterative Filtering

Authors: Nicholas Malecki, Hye-young Paik, Aleksandar Ignjatovic, Alan Blair, Elisa Bertino | Published: 2021-03-13
Backdoor Attack Techniques
Byzantine Consensus Mechanism
Adversarial Attack Methods

On the (In)Feasibility of Attribute Inference Attacks on Machine Learning Models

Authors: Benjamin Zi Hao Zhao, Aviral Agrawal, Catisha Coburn, Hassan Jameel Asghar, Raghav Bhaskar, Mohamed Ali Kaafar, Darren Webb, Peter Dickinson | Published: 2021-03-12
Membership Inference
Adversarial Attack Methods
Overfitting and Memorization

Adversarial attacks in consensus-based multi-agent reinforcement learning

Authors: Martin Figura, Krishna Chaitanya Kosaraju, Vijay Gupta | Published: 2021-03-11
Multi-Agent Reinforcement Learning
Convergence Analysis
Adversarial Attack Methods

Exacerbating Algorithmic Bias through Fairness Attacks

Authors: Ninareh Mehrabi, Muhammad Naveed, Fred Morstatter, Aram Galstyan | Published: 2020-12-16
Taxonomy of Attacks
Adversarial Attack Methods
Role of Machine Learning