Ryan Kazuo Cosner

Learning Safe Control via On-the-Fly Bandit Exploration

Control tasks with safety requirements under high levels of model uncertainty are increasingly common. Machine learning techniques are frequently used to address such tasks, typically by leveraging model error bounds to specify robust constraint-based safety filters. However, if the learned model un…