A globally convergent proximal Newton-type method in nonsmooth convex optimization von Mordukhovich, Boris S., Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Difference of convex algorithms for bilevel programs with applications in hyperparameter selection von Ye, Jane J., Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Variational Analysis Perspective on Linear Convergence of Some First Order Methods for Nonsmooth Convex Optimization Problems von Ye, Jane J., Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Perturbation Techniques for Convergence Analysis of Proximal Gradient Method and Other First-Order Algorithms via Variational Analysis von Wang, Xiangfeng, Ye, Jane J., Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Few-shot meta-learning applied to whole brain activity maps improves systems neuropharmacology and drug discovery von Luo, Xuan, Ding, Yanyun, Cao, Yi, Liu, Zhen, Zhang, Wenchong, Zeng, Shangzhi, Cheng, Shuk Han, Li, Honglin, Haggarty, Stephen J., Wang, Xin, Zhang, Jin, Shi, Peng

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Hierarchical Optimization-Derived Learning von Liu, Risheng, Liu, Xuan, Zeng, Shangzhi, Zhang, Jin, Zhang, Yixuan

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Value-Function-Based Sequential Minimization for Bi-Level Optimization von Liu, Risheng, Liu, Xuan, Zeng, Shangzhi, Zhang, Jin, Zhang, Yixuan

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A General Descent Aggregation Framework for Gradient-Based Bi-Level Optimization von Liu, Risheng, Mu, Pan, Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Task-Oriented Convex Bilevel Optimization With Latent Feasibility von Liu, Risheng, Ma, Long, Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Gradient-based algorithms for multi-objective bi-level optimization von Yang, Xinmin, Yao, Wei, Yin, Haian, Zeng, Shangzhi, Zhang, Jin

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PARTIAL ERROR BOUND CONDITIONS AND THE LINEAR CONVERGENCE RATE OF THE ALTERNATING DIRECTION METHOD OF MULTIPLIERS von LIU, YONGCHAO, YUAN, XIAOMING, ZENG, SHANGZHI, ZHANG, JIN

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Primal–dual hybrid gradient method for distributionally robust optimization problems von Liu, Yongchao, Yuan, Xiaoming, Zeng, Shangzhi, Zhang, Jin

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Optimality conditions for bilevel programs via Moreau envelope reformulation von Bai, Kuang, Ye, Jane, Zeng, Shangzhi

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Gradient-based algorithms for multi-objective bi-level optimization von Yang, Xinmin, Yao, Wei, Yin, Haian, Zeng, Shangzhi, Zhang, Jin

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Overcoming Lower-Level Constraints in Bilevel Optimization: A Novel Approach with Regularized Gap Functions von Yao, Wei, Yin, Haian, Zeng, Shangzhi, Zhang, Jin

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Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-loop and Hessian-free Solution Strategy von Liu, Risheng, Liu, Zhu, Yao, Wei, Zeng, Shangzhi, Zhang, Jin

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Constrained Bi-Level Optimization: Proximal Lagrangian Value function Approach and Hessian-free Algorithm von Yao, Wei, Yu, Chengming, Zeng, Shangzhi, Zhang, Jin

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A modularized algorithmic framework for interface related optimization problems using characteristic functions von Wang, Dong, Zeng, Shangzhi, Zhang, Jin

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Augmenting Iterative Trajectory for Bilevel Optimization: Methodology, Analysis and Extensions von Liu, Risheng, Liu, Yaohua, Zeng, Shangzhi, Zhang, Jin

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Necessary and sufficient conditions for multiple objective optimal regression designs von Gao, Lucy L, Ye, Jane J, Zeng, Shangzhi, Zhou, Julie

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