报告题目 (Title):First-Order Methods for Bilevel Optimization
(双层优化的一阶方法)
报告人 (Speaker):吕召松 教授(University of Minnesota)
报告时间 (Time):2025年12月16日 (周二) 10:00
报告地点 (Place):校本部F309
邀请人(Inviter):徐姿 教授
主办部门:太阳集团tyc539数学系
报告摘要:
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, 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 oracle complexity of these methods and present preliminary numerical results to illustrate their performance. This is joint work with Sanyou Mei (HKUST).