Visual navigation via spatio-temporal adaptive attention and meta-variational policy algorithm

Abstract With the widespread deployment of mobile robots in complex task scenarios, enhancing their ability to achieve efficient autonomous navigation in unknown environments has become a major challenge in the field of intelligent robotics. Traditional deep reinforcement learning methods often struggle to capture and model long-term spatio-temporal dependencies, resulting in unstable navigation p…