Xinhang Ma

Learning Vision-Based Neural Network Controllers with Semi-Probabilistic Safety Guarantees

Ensuring safety in autonomous systems with vision-based control remains a critical challenge due to the high dimensionality of image inputs and the fact that the relationship between true system state and its visual manifestation is unknown. Existing methods for learning-based control in such setti