| Investigating bi-level optimization for learning and vision from a unified perspective: A survey and beyond R Liu, J Gao, J Zhang, D Meng, Z Lin IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021 | 253 | 2021 |
| A generic first-order algorithmic framework for bi-level programming beyond lower-level singleton R Liu, P Mu, X Yuan, S Zeng, J Zhang International Conference on Machine Learning 2020, 6305-6315, 2020 | 138 | 2020 |
| Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond R Liu, Y Liu, S Zeng, J Zhang Conference on Neural Information Processing Systems 2021, 2021 | 80 | 2021 |
| A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization R Liu, X Liu, X Yuan, S Zeng, J Zhang International Conference on Machine Learning 2021, 2021 | 78 | 2021 |
| Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity R Liu, Y Liu, W Yao, S Zeng, J Zhang International Conference on Machine Learning 2023, 2023 | 54 | 2023 |
| Sensitivity analysis of the value function for parametric mathematical programs with equilibrium constraints L Guo, GH Lin, JJ Ye, J Zhang SIAM Journal on Optimization 24 (3), 1206-1237, 2014 | 50 | 2014 |
| Enhanced Karush–Kuhn–Tucker condition and weaker constraint qualifications JJ Ye, J Zhang Mathematical Programming 139 (1), 353-381, 2013 | 48 | 2013 |
| A generic descent aggregation framework for gradient-based bi-level optimization R Liu, P Mu, X Yuan, S Zeng, J Zhang IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022 | 46 | 2022 |
| Enhanced Karush–Kuhn–Tucker conditions for mathematical programs with equilibrium constraints JJ Ye, J Zhang Journal of Optimization Theory and Applications 163, 777-794, 2014 | 43 | 2014 |
| Mathematical programs with geometric constraints in Banach spaces: enhanced optimality, exact penalty, and sensitivity L Guo, JJ Ye, J Zhang SIAM Journal on Optimization 23 (4), 2295-2319, 2013 | 42 | 2013 |
| Difference of convex algorithms for bilevel programs with applications in hyperparameter selection JJ Ye, X Yuan, S Zeng, J Zhang Mathematical Programming, 2022 | 41 | 2022 |
| Distributionally robust equilibrium for continuous games: Nash and Stackelberg models Y Liu, H Xu, SJS Yang, J Zhang European Journal of Operational Research 265 (2), 631-643, 2018 | 40 | 2018 |
| Discerning the Linear Convergence of ADMM for Structured Convex Optimization through the Lens of Variational Analysis. X Yuan, S Zeng, J Zhang Journal of Machine Learning Research 21, 83:1-83:75, 2020 | 38 | 2020 |
| A globally convergent proximal Newton-type method in nonsmooth convex optimization BS Mordukhovich, X Yuan, S Zeng, J Zhang Mathematical Programming, 2022 | 37 | 2022 |
| Variational analysis perspective on linear convergence of some first order methods for nonsmooth convex optimization problems JY Jane, X Yuan, S Zeng, J Zhang Set-Valued and Variational Analysis, 2021 | 34 | 2021 |
| Value-function-based sequential minimization for bi-level optimization R Liu, X Liu, S Zeng, J Zhang, Y Zhang IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023 | 32 | 2023 |
| Directional quasi-/pseudo-normality as sufficient conditions for metric subregularity K Bai, JJ Ye, J Zhang SIAM Journal on Optimization 29 (4), 2625-2649, 2019 | 30 | 2019 |
| Modeling the bids of wind power producers in the day-ahead market with stochastic market clearing M Lei, J Zhang, X Dong, JY Jane Sustainable Energy Technologies and Assessments 16, 151-161, 2016 | 30 | 2016 |
| Value Function Based Difference-of-Convex Algorithm for Bilevel Hyperparameter Selection Problems L Gao, JJ Ye, H Yin, S Zeng, J Zhang International Conference on Machine Learning 2022, 2022 | 27 | 2022 |
| Partial error bound conditions and the linear convergence rate of the alternating direction method of multipliers Y Liu, X Yuan, S Zeng, J Zhang SIAM Journal on Numerical Analysis 56 (4), 2095-2123, 2018 | 27 | 2018 |
Shangzhi ZENGNational Center for Applied Mathematics Shenzhen, Southern University of Science and TechnologyEmail verificata su sustech.edu.cn