A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization. - Risheng Liu; Xuan Liu 011; Xiaoming Yuan 001; Shangzhi Zeng; Jin Zhang 002 (ICML, 2021)

Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training. - Risheng Liu; Xuan Liu 011; Shangzhi Zeng; Jin Zhang 002; Yixuan Zhang 002 (ICML, 2022)

Towards Extremely Fast Bilevel Optimization with Self-governed Convergence Guarantees. - Risheng Liu; Xuan Liu 011; Wei Yao 014; Shangzhi Zeng; Jin Zhang 002 (CoRR, 2022)

Revisiting GANs by Best-Response Constraint: Perspective, Methodology, and Application. - Risheng Liu; Jiaxin Gao 001; Xuan Liu 011; Xin Fan 001 (CoRR, 2022)

Hierarchical Optimization-Derived Learning. - Risheng Liu; Xuan Liu 011; 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 011; Shangzhi Zeng; Jin Zhang 002; Yixuan Zhang 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence Truncation. - Yaohua Liu; Jiaxin Gao 001; Xuan Liu 011; Xianghao Jiao; Xin Fan 001; Risheng Liu (IJCAI, 2024)

Learning With Constraint Learning: New Perspective, Solution Strategy and Various Applications. - Risheng Liu; Jiaxin Gao 001; Xuan Liu 011; Xin Fan 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)