CAREER: A Rigorous Translation of Continuous-Time Dynamics to Discrete-Time Algorithms: Optimization, Sampling, and Machine Learning

Algorithms are the building blocks of modern computation that underlies much of the technology on which our society depends. In particular, the successes of modern machine learning systems rely on our ability to solve large-scale computational tasks via efficient algorithms, such as for solving optimization problems for training neural networks,…