Zico Kolter: Integrating optimization, constraints, and control within deep learning models

Intersections between Control, Learning and Optimization 2020 Integrating optimization, constraints, and control within deep learning models Zico Kolter Carnegie Mellon University Abstract: Deep learning systems have achieved remarkable performance in many tasks, but it is often notoriously hard to ensure that the resulting models obey hard constraints, as may often be required in many control applications. In this talk, I will present several recent works on enforcing different types of constraints w