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math.OC2023
Non-Convex Bilevel Optimization with Time-Varying Objective Functions
Sen Lin, Daouda Sow, Kaiyi Ji +2
Bilevel optimization has become a powerful tool in a wide variety of machine learning problems. However, the current nonconvex bilevel optimization considers an offline dataset and…
math.OC2022★ 1 cited
A Primal-Dual Approach to Bilevel Optimization with Multiple Inner Minima
Daouda Sow, Kaiyi Ji, Ziwei Guan +1
Bilevel optimization has found extensive applications in modern machine learning problems such as hyperparameter optimization, neural architecture search, meta-learning, etc. While…