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 101–150 of 423 papers

TitleStatusHype
A Game-theoretic Machine Learning Approach for Revenue Maximization in Sponsored Search—0
Bi-Level Policy Optimization with Nyström Hypergradients—0
Adaptive Mirror Descent Bilevel Optimization—0
Federated Learning on Adaptively Weighted Nodes by Bilevel Optimization—0
A Review on Bilevel Optimization: From Classical to Evolutionary Approaches and Applications—0
Combining Physics and Machine Learning for Network Flow Estimation—0
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation—0
Communication-Efficient Federated Bilevel Optimization with Local and Global Lower Level Problems—0
Communication-Efficient Robust Federated Learning with Noisy Labels—0
Concurrent Learning of Policy and Unknown Safety Constraints in Reinforcement Learning—0
Conformal Predictive Programming for Chance Constrained Optimization—0
Consistency analysis of bilevel data-driven learning in inverse problems—0
Contextual Stochastic Bilevel Optimization—0
Convergence and Sample Complexity of SGD in GANs—0
Convergence Properties of Stochastic Hypergradients—0
Convergent Reinforcement Learning with Function Approximation: A Bilevel Optimization Perspective—0
A Two-Timescale Framework for Bilevel Optimization: Complexity Analysis and Application to Actor-Critic—0
Convexifying Regulation Market Clearing of State-of-Charge Dependent Bid—0
Convolutional Dictionary Learning Based Hybrid-Field Channel Estimation for XL-RIS-Aided Massive MIMO Systems—0
Cooperative Lane Changing in Mixed Traffic can be Robust to Human Driver Behavior—0
Bilevel Optimized Implicit Neural Representation for Scan-Specific Accelerated MRI Reconstruction—0
CPMLHO:Hyperparameter Tuning via Cutting Plane and Mixed-Level Optimization—0
A Bayesian-Symbolic Approach to Reasoning and Learning in Intuitive Physics—0
Data Summarization via Bilevel Optimization—0
Decentralized Bilevel Optimization: A Perspective from Transient Iteration Complexity—0
Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks—0
A Challenge in Reweighting Data with Bilevel Optimization—0
Bilevel Optimization for Real-Time Control with Application to Locomotion Gait Generation—0
Explainable bilevel optimization: an application to the Helsinki deblur challenge—0
Exploring the Impact of HAPS-RIS on UAV-Based Networks: a Novel Network Architecture—0
Bilevel Optimization for Machine Learning: Algorithm Design and Convergence Analysis—0
Bilevel Optimization for Feature Selection in the Data-Driven Newsvendor Problem—0
Analyzing Inexact Hypergradients for Bilevel Learning—0
Bilevel Optimization for Differentially Private Optimization in Energy Systems—0
Bilevel Optimization, Deep Learning and Fractional Laplacian Regularization with Applications in Tomography—0
An Accelerated Gradient Method for Convex Smooth Simple Bilevel Optimization—0
A First-order Generative Bilevel Optimization Framework for Diffusion Models—0
Federated Neuro-Symbolic Learning—0
Bilevel Online Deep Learning in Non-stationary Environment—0
Bilevel Model for Electricity Market Mechanism Optimisation via Quantum Computing Enhanced Reinforcement Learning—0
A Primal-Dual Approach to Bilevel Optimization with Multiple Inner Minima—0
AMOSL: Adaptive Modality-wise Structure Learning in Multi-view Graph Neural Networks For Enhanced Unified Representation—0
Bilevel learning of the Group Lasso structure—0
ES-Based Jacobian Enables Faster Bilevel Optimization—0
Effective Bilevel Optimization via Minimax Reformulation—0
Bilevel learning of l1-regularizers with closed-form gradients(BLORC)—0
Dynamic Knapsack Optimization Towards Efficient Multi-Channel Sequential Advertising—0
Task-Oriented Convex Bilevel Optimization with Latent Feasibility—0
Adversarial Nonnegative Matrix Factorization—0
Enhancing Generalization via Sharpness-Aware Trajectory Matching for Dataset Condensation—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