SOTAVerified

Bilevel Optimization

Bilevel Optimization is a branch of optimization, which contains a nested optimization problem within the constraints of the outer optimization problem. The outer optimization task is usually referred as the upper level task, and the nested inner optimization task is referred as the lower level task. The lower level problem appears as a constraint, such that only an optimal solution to the lower level optimization problem is a possible feasible candidate to the upper level optimization problem.

Source: Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization

Papers

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Showing 151–175 of 423 papers

TitleStatusHype
Task-Oriented Convex Bilevel Optimization with Latent Feasibility—0
Efficient Curvature-Aware Hypergradient Approximation for Bilevel Optimization—0
Efficient Evolutionary Algorithm for Single-Objective Bilevel Optimization—0
Adversarial Nonnegative Matrix Factorization—0
Efficient First-Order Optimization on the Pareto Set for Multi-Objective Learning under Preference Guidance—0
Efficient Gradient Approximation Method for Constrained Bilevel Optimization—0
Efficiently Escaping Saddle Points in Bilevel Optimization—0
Efficient Prior Calibration From Indirect Data—0
Gaussian Process-based Approach for Bilevel Optimization in the Power System -- A Critical Load Restoration Case—0
Double Momentum Method for Lower-Level Constrained Bilevel Optimization—0
Enhanced Bilevel Optimization via Bregman Distance—0
Enhancing Generalization via Sharpness-Aware Trajectory Matching for Dataset Condensation—0
Bilevel Optimization for Feature Selection in the Data-Driven Newsvendor Problem—0
Enhancing Sharpness-Aware Minimization by Learning Perturbation Radius—0
ES-Based Jacobian Enables Faster Bilevel Optimization—0
OGAN: Disrupting Deepfakes with an Adversarial Attack that Survives Training—0
A Near-Optimal Algorithm for Stochastic Bilevel Optimization via Double-Momentum—0
Bilevel Continual Learning—0
Exergy Battery Modeling and P2P Trading Based Optimal Operation of Virtual Energy Station—0
Explainable bilevel optimization: an application to the Helsinki deblur challenge—0
Discrepancy-Optimal Meta-Learning for Domain Generalization—0
Fully Zeroth-Order Bilevel Programming via Gaussian Smoothing—0
GABO: Graph Augmentations with Bi-level Optimization—0
Fast Adaptive Federated Bilevel Optimization—0
Generalization Guarantees for Neural Architecture Search with Train-Validation Split—0
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All datasetsEquilibrium-Traffic-Networks/AnaheimEquilibrium-Traffic-Networks/Eastern MassachusettsEquilibrium-Traffic-Networks/Sioux Falls

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GIN-GAOptimality Gap0.21—Unverified
#ModelMetricClaimedVerifiedStatus
1GIN-GAOptimality Gap0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1GIN-GAOptimality Gap1.44—Unverified