Ruitian Han

Safety Probability Estimation in Dimension Reduction Space for Model-Free Safe Reinforcement Learning of Robotics

Reinforcement learning (RL) for robotics poses significant consideration of safety during training. However, a major challenge of safe reinforcement learning (SRL) methods is the curse of dimensionality. Although existing SRL methods utilizing dimensionality reduction (DR) approaches could provide s