A review on bilevel optimization: From classical to evolutionary approaches and applications

A Sinha, P Malo, K Deb - IEEE transactions on evolutionary …, 2017 - ieeexplore.ieee.org
Bilevel optimization is defined as a mathematical program, where an optimization problem
contains another optimization problem as a constraint. These problems have received …

Bilevel programming and applications

VV Kalashnikov, S Dempe… - Mathematical …, 2015 - Wiley Online Library
A great amount of new applied problems in the area of energy networks has recently arisen
that can be efficiently solved only as mixed‐integer bilevel programs. Among them are the …

[图书][B] Variational analysis and applications

BS Mordukhovich - 2018 - Springer
Boris S. Mordukhovich Page 1 Springer Monographs in Mathematics Boris S. Mordukhovich
Variational Analysis and Applications Page 2 Springer Monographs in Mathematics Editors-in-Chief …

Bilevel programming problems

S Dempe, V Kalashnikov, GA Pérez-Valdés… - Energy Systems …, 2015 - Springer
Bilevel optimization is a vital field of active research. Depending on its formulation it is part of
nonsmooth or nondifferentiable optimization, conic programming, optimization with …

Bilevel optimization: theory, algorithms, applications and a bibliography

S Dempe - Bilevel optimization: advances and next challenges, 2020 - Springer
Bilevel optimization problems are hierarchical optimization problems where the feasible
region of the so-called upper level problem is restricted by the graph of the solution set …

Alternating projected sgd for equality-constrained bilevel optimization

Q Xiao, H Shen, W Yin, T Chen - … Conference on Artificial …, 2023 - proceedings.mlr.press
Bilevel optimization, which captures the inherent nested structure of machine learning
problems, is gaining popularity in many recent applications. Existing works on bilevel …

The bilevel programming problem: reformulations, constraint qualifications and optimality conditions

S Dempe, AB Zemkoho - Mathematical Programming, 2013 - Springer
We consider the bilevel programming problem and its optimal value and KKT one level
reformulations. The two reformulations are studied in a unified manner and compared in …

[图书][B] Bilevel optimization: theory, algorithms and applications

S Dempe - 2018 - optimization-online.org
Bilevel optimization problems are hierarchical optimization problems where the feasible
region of the so-called upper level problem is restricted by the graph of the solution set …

Necessary optimality conditions in pessimistic bilevel programming

S Dempe, BS Mordukhovich, AB Zemkoho - Optimization, 2014 - Taylor & Francis
This article is devoted to the so-called pessimistic version of bilevel programming programs.
Minimization problems of this type are challenging to handle partly because the …

An alternating optimization method for bilevel problems under the Polyak-Łojasiewicz condition

Q Xiao, S Lu, T Chen - Advances in Neural Information …, 2024 - proceedings.neurips.cc
Bilevel optimization has recently regained interest owing to its applications in emerging
machine learning fields such as hyperparameter optimization, meta-learning, and …