Zhaosong Lu is a Professor in the Department of Industrial and Systems Engineering at the University of Minnesota.
Title: First-Order Methods for Bilevel Optimization
Abstract: Bilevel optimization, also known as two-level optimization, is an important branch within mathematical optimization. It has found applications across various domains, including economics, logistics, supply chain, Â transportation, engineering design, and machine learning. In this talk, we will present first-order methods for solving a class of bilevel optimization problems using either single or sequential minimax optimization schemes. We will discuss the first-order operation complexity of these methods and present preliminary numerical results to illustrate their performance.