Cover Image

Regularization of Inverse Problems: Deep Equilibrium Models versus Bilevel Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Riccio, Danilo, Ehrhardt, Matthias J., Benning, Martin
Format:	Preprint
Published:	2022
Subjects:	Optimization and Control
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On Optimal Regularization Parameters via Bilevel Learning
by: Ehrhardt, Matthias J., et al.
Published: (2023)

Bilevel Learning with Inexact Stochastic Gradients
by: Salehi, Mohammad Sadegh, et al.
Published: (2024)

An Adaptively Inexact Method for Bilevel Learning Using Primal-Dual Style Differentiation
by: Bogensperger, Lea, et al.
Published: (2024)

An Optimal Control Approach for Inverse Problems with Deep Learnable Regularizers
by: Bian, Wanyu
Published: (2024)

Learning Regularization Functionals for Inverse Problems: A Comparative Study
by: Hertrich, Johannes, et al.
Published: (2025)

Regularized Operator Extrapolation Method For Stochastic Bilevel Variational Inequality Problems
by: Khalafi, Mohammad, et al.
Published: (2025)

On the Nature of Regularity Assumptions in Bilevel Optimization with Constrained Lower-level Problem
by: Jiang, Xiaotian, et al.
Published: (2026)

A Guide to Stochastic Optimisation for Large-Scale Inverse Problems
by: Ehrhardt, Matthias J., et al.
Published: (2024)

Introduction to Mathematical Programming with Equilibrium Constraints (MPECs) and Bilevel Optimization
by: Wang, Louis Shuo
Published: (2026)

Regularized Extragradient Methods for Solving Equilibrium Problems on Hadamard Manifolds
by: Sharmaa, Shikher, et al.
Published: (2025)

Complex extension of optical flow and its practical evaluation for undersampled dynamic MRI
by: Ehrhardt, Matthias J., et al.
Published: (2024)

Equilibrium Correction Iteration for A Class of Mean-Field Game Inverse Problem
by: Yu, Jiajia, et al.
Published: (2025)

A Bilevel Optimization Method for Inverse Mean-Field Games
by: Yu, Jiajia, et al.
Published: (2024)

Globally Solving a Class of Bilevel Programs with Spatial Price Equilibrium Constraints
by: Goyal, Akshit, et al.
Published: (2023)

A Bregman Regularized Proximal Point Method for Solving Equilibrium Problems on Hadamard Manifolds
by: Sharma, Shikher, et al.
Published: (2026)

Bayesian Optimization of Bilevel Problems
by: Ekmekcioglu, Omer, et al.
Published: (2024)

Stability of Data-Dependent Ridge-Regularization for Inverse Problems
by: Neumayer, Sebastian, et al.
Published: (2024)

Federated Incremental Subgradient Method for Convex Bilevel Optimization Problems
by: Boontawee, Sudkobfa, et al.
Published: (2026)

Learning to Solve Constrained Bilevel Control Co-Design Problems
by: Kotary, James, et al.
Published: (2025)

A Distributional View of High Dimensional Optimization
by: Benning, Felix
Published: (2025)

The Robust Bilevel Selection Problem
by: Henke, Dorothee
Published: (2024)

Solving Implicit Inverse Problems with Homotopy-Based Regularization Path
by: Parodi, Davide, et al.
Published: (2025)

Bilevel Programming Approach for Image Restoration Problems with Automatically Hyperparameter Selection
by: Xie, Hang, et al.
Published: (2026)

Overcoming Lower-Level Constraints in Bilevel Optimization: A Novel Approach with Regularized Gap Functions
by: Yao, Wei, et al.
Published: (2024)

Stochastic Primal-Dual Three Operator Splitting Algorithm with Extension to Equivariant Regularization-by-Denoising
by: Tang, Junqi, et al.
Published: (2022)

Problem-Parameter-Free Decentralized Bilevel Optimization
by: Zhai, Zhiwei, et al.
Published: (2025)

Bilevel learning
by: Grazzi, Riccardo, et al.
Published: (2026)

Learning to Solve Bilevel Programs with Binary Tender
by: Zhou, Bo, et al.
Published: (2024)

A Computational Study for Solving Decision-Dependent Robust Problems as Bilevel Optimization Problems
by: Lefebvre, Henri, et al.
Published: (2025)

On the Complexity of Bilevel Independent Set Problem
by: Muluk, Komal
Published: (2026)

Iteratively Regularized Gradient Tracking Methods for Optimal Equilibrium Seeking
by: Qiu, Yuyang, et al.
Published: (2024)

Policy Iteration Achieves Regularized Equilibrium under Time Inconsistency
by: Huang, Yu-Jui, et al.
Published: (2026)

Random Function Descent
by: Benning, Felix, et al.
Published: (2023)

Parametric Region Search: A Mixed-Integer Bilevel Optimization Problem Primal Heuristic
by: Tsai, Meng-Lin, et al.
Published: (2026)

A Correspondence-Driven Approach for Bilevel Decision-making with Nonconvex Lower-Level Problems
by: Jiang, Xiaotian, et al.
Published: (2025)

Practical Acceleration of the Condat-Vũ Algorithm
by: Driggs, Derek, et al.
Published: (2024)

A geometric integration approach to smooth optimisation: Foundations of the discrete gradient method
by: Ehrhardt, Matthias J., et al.
Published: (2018)

Fast PET Reconstruction with Variance Reduction and Prior-Aware Preconditioning
by: Ehrhardt, Matthias J., et al.
Published: (2025)

A Perturbed Value-Function-Based Interior-Point Method for Perturbed Pessimistic Bilevel Problems
by: Huo, Haimei, et al.
Published: (2024)

Stochastic Multiresolution Image Sketching for Inverse Imaging Problems
by: Perelli, Alessandro, et al.
Published: (2024)