133 citations · 300 across the 26 of their papers we have counts for
4 papers · 1 filter
GymFG: A Framework with a Gym Interface for FlightGear
Andrew Wood, Ali Sydney, Peter Chin +2
Over the past decades, progress in deployable autonomous flight systems has slowly stagnated. This is reflected in today's production air-crafts, where pilots only enable simple ph…
AdvMS: A Multi-source Multi-cost Defense Against Adversarial Attacks
Xiao Wang, Siyue Wang, Pin-Yu Chen +2
Designing effective defense against adversarial attacks is a crucial topic as deep neural networks have been proliferated rapidly in many security-critical domains such as malware…
Block Switching: A Stochastic Approach for Deep Learning Security
Xiao Wang, Siyue Wang, Pin-Yu Chen +2
Recent study of adversarial attacks has revealed the vulnerability of modern deep learning models. That is, subtly crafted perturbations of the input can make a trained network wit…
Deep Reinforcement Learning for FlipIt Security Game
Laura Greige, Peter Chin
Reinforcement learning has shown much success in games such as chess, backgammon and Go. However, in most of these games, agents have full knowledge of the environment at all times…