Chaofei Hong

Spiking Reinforcement Learning with Memory Ability for Mapless Navigation

Our study focuses on mapless navigation in robotics, which involves navigating without an established obstacle map of the environment. Spiking Neural Networks (SNNs) have recently been applied to this task using Deep Reinforcement Learning (DRL), but face challenges in dynamic and partially observab…