End-to-End Safe Social Navigation via Multi-Task Reinforcement Learning and Probabilistic Perception

Autonomous social navigation requires balancing efficiency, physical safety, and social compliance. Reinforcement Learning (RL) methods provide a viable and effective solution but often rely on unrealistic assumptions, such as the knowledge of humans' position and velocity. In this paper, we introdu