IEEE

Enhancing Autonomous Lane-Changing Safety: Deep Reinforcement Learning via Pre-Exploration in Parallel Imaginary Environments

Abstract: The connected and autonomous vehicles combined with deep reinforcement learning (DRL) are capable of handling complex driving scenarios. However, due to the random exploration feature of ...
IEEE

GAME-RL: Generating Adversarial Malware Examples Against API Call Based Detection via Reinforcement Learning

Abstract: The adversarial example presents new security threats to trustworthy detection systems. In the context of evading dynamic detection based on API call sequences, a practical approach involves ...