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
Bregman Graph Neural NetworkCode0
Learning Where to Learn: Training Distribution Selection for Provable OOD PerformanceCode0
Learning to Play Sequential Games versus Unknown OpponentsCode0
Adapting Triplet Importance of Implicit Feedback for Personalized RecommendationCode0
Loss Distillation via Gradient Matching for Point Cloud Completion with Weighted Chamfer DistanceCode0
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
Inexact Derivative-Free Optimization for Bilevel LearningCode0
Bilevel Learning with Inexact Stochastic GradientsCode0
Safe Gradient Flow for Bilevel OptimizationCode0
Adversarial Training for Defense Against Label Poisoning AttacksCode0
Improving SAM Requires Rethinking its Optimization FormulationCode0
An adaptively inexact first-order method for bilevel optimization with application to hyperparameter learningCode0
How Robust are Randomized Smoothing based Defenses to Data Poisoning?Code0
GuiLoMo: Allocating Expert Number and Rank for LoRA-MoE via Bilevel Optimization with GuidedSelection VectorsCode0
Asynchronous Distributed Bilevel OptimizationCode0
Gradient-based bilevel optimization for multi-penalty Ridge regression through matrix differential calculusCode0
Convex and Bilevel Optimization for Neuro-Symbolic Inference and LearningCode0
Gradient scarcity with Bilevel Optimization for Graph LearningCode0
HBO: Hierarchical Balancing Optimization for Fine-Tuning Large Language ModelsCode0
LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspaceCode0
GCAL: Adapting Graph Models to Evolving Domain ShiftsCode0
Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological ImagesCode0
BILBO: BILevel Bayesian OptimizationCode0
A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level ProblemCode0
Balancing Test Accuracy and Security in Computerized Adaptive TestingCode0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Federated Multi-Sequence Stochastic Approximation with Local Hypergradient EstimationCode0
Few-shot Backdoor Attacks via Neural Tangent KernelsCode0
Generalizing Reward Modeling for Out-of-Distribution Preference LearningCode0
Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural NetworksCode0
BiERL: A Meta Evolutionary Reinforcement Learning Framework via Bilevel OptimizationCode0
A Bilevel Optimization Framework for Imbalanced Data ClassificationCode0
Exact Certification of (Graph) Neural Networks Against Label PoisoningCode0
Deep Bilevel LearningCode0
Efficient and Effective Implicit Dynamic Graph Neural NetworkCode0
Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence TruncationCode0
Differentiable Instruction Optimization for Cross-Task GeneralizationCode0
Differentiable Neural Architecture Search in Equivalent Space with Exploration EnhancementCode0
Efficient Cross-Modal Video Retrieval with Meta-Optimized FramesCode0
Alternating Implicit Projected SGD and Its Efficient Variants for Equality-constrained Bilevel OptimizationCode0
Enhancing Hypergradients Estimation: A Study of Preconditioning and ReparameterizationCode0
Functional Bilevel Optimization for Machine LearningCode0
Optimistic variants of single-objective bilevel optimization for evolutionary algorithmsCode0
Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks—0
Decentralized Bilevel Optimization: A Perspective from Transient Iteration Complexity—0
Data Summarization via Bilevel Optimization—0
Data Augmentation Policy Search for Long-Term Forecasting—0
CPMLHO:Hyperparameter Tuning via Cutting Plane and Mixed-Level Optimization—0
Cooperative Lane Changing in Mixed Traffic can be Robust to Human Driver Behavior—0
Convolutional Dictionary Learning Based Hybrid-Field Channel Estimation for XL-RIS-Aided Massive MIMO Systems—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