Search Results for author: Jane J. Ye

Found 2 papers, 1 papers with code

Moreau Envelope Based Difference-of-weakly-Convex Reformulation and Algorithm for Bilevel Programs

no code implementations29 Jun 2023 Lucy L. Gao, Jane J. Ye, Haian Yin, Shangzhi Zeng, Jin Zhang

In a recent study by Ye et al. (2023), a value function-based difference of convex algorithm was introduced to address bilevel programs.

Value Function Based Difference-of-Convex Algorithm for Bilevel Hyperparameter Selection Problems

1 code implementation13 Jun 2022 Lucy Gao, Jane J. Ye, Haian Yin, Shangzhi Zeng, Jin Zhang

Gradient-based optimization methods for hyperparameter tuning guarantee theoretical convergence to stationary solutions when for fixed upper-level variable values, the lower level of the bilevel program is strongly convex (LLSC) and smooth (LLS).

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