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20182026
most citedPerturbation techniques for convergence analysis of proximal gradient method and other first-order algorithms via variational analysis

7 citations · 10 across the 7 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

math.OC2023

Optimality conditions for bilevel programs via Moreau envelope reformulation

Kuang Bai, Jane Ye, Shangzhi Zeng

For bilevel programs with a convex lower level program, the classical approach replaces the lower level program with its Karush-Kuhn-Tucker condition and solve the resulting mathem…

math.OC2023

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

Lucy L. Gao, Jane J. Ye, Haian Yin +2

Bilevel programming has emerged as a valuable tool for hyperparameter selection, a central concern in machine learning. In a recent study by Ye et al. (2023), a value function-base…