Abstract: Offline reinforcement learning (RL) has been widely used in practice due to its efficient data utilization, but it still faces the challenge of training vulnerability caused by policy ...

Abstract: Robust navigation in complex and dynamic environments poses a significant challenge for reinforcement learning (RL) algorithms. Traditional RL methods often rely on single-modality inputs, ...