Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training. - Risheng Liu; Xuan Liu; Shangzhi Zeng; Jin Zhang 002; Yixuan Zhang 002 (ICML, 2022)

Hierarchical Optimization-Derived Learning. - Risheng Liu; Xuan Liu; Shangzhi Zeng; Jin Zhang 002; Yixuan Zhang 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Value-Function-Based Sequential Minimization for Bi-Level Optimization. - Risheng Liu; Xuan Liu; Shangzhi Zeng; Jin Zhang 002; Yixuan Zhang 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)