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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 423 papers

TitleStatusHype
UnSeg: One Universal Unlearnable Example Generator is Enough against All Image SegmentationCode1
Spectral Inference Networks: Unifying Deep and Spectral LearningCode1
Learning diffusion at lightspeedCode1
Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization PerspectiveCode1
MiLeNAS: Efficient Neural Architecture Search via Mixed-Level ReformulationCode1
Deep invariant networks with differentiable augmentation layersCode1
MetaPoison: Practical General-purpose Clean-label Data PoisoningCode1
Meta-learning Adaptive Deep Kernel Gaussian Processes for Molecular Property PredictionCode1
Adversarial Immunization for Certifiable Robustness on GraphsCode1
Balancing Test Accuracy and Security in Computerized Adaptive TestingCode0
A hybrid deep-learning-metaheuristic framework for bi-level network design problemsCode0
Automatic Data Augmentation Learning using Bilevel Optimization for Histopathological ImagesCode0
Min-Max Bilevel Multi-objective Optimization with Applications in Machine LearningCode0
MISLEADER: Defending against Model Extraction with Ensembles of Distilled ModelsCode0
Modeling and Optimization Trade-off in Meta-learningCode0
Asynchronous Distributed Bilevel OptimizationCode0
MAP: Towards Balanced Generalization of IID and OOD through Model-Agnostic AdaptersCode0
Loss Distillation via Gradient Matching for Point Cloud Completion with Weighted Chamfer DistanceCode0
MetAL: Active Semi-Supervised Learning on Graphs via Meta LearningCode0
Multi-rendezvous Spacecraft Trajectory Optimization with Beam P-ACOCode0
Learning to Play Sequential Games versus Unknown OpponentsCode0
LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspaceCode0
Learning Where to Learn: Training Distribution Selection for Provable OOD PerformanceCode0
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled ConstraintsCode0
Improving SAM Requires Rethinking its Optimization FormulationCode0
BloomGML: Graph Machine Learning through the Lens of Bilevel OptimizationCode0
Inexact Derivative-Free Optimization for Bilevel LearningCode0
Gradient scarcity with Bilevel Optimization for Graph LearningCode0
Gradient-based bilevel optimization for multi-penalty Ridge regression through matrix differential calculusCode0
GuiLoMo: Allocating Expert Number and Rank for LoRA-MoE via Bilevel Optimization with GuidedSelection VectorsCode0
Generalizing Reward Modeling for Out-of-Distribution Preference LearningCode0
Functional Bilevel Optimization for Machine LearningCode0
GCAL: Adapting Graph Models to Evolving Domain ShiftsCode0
HBO: Hierarchical Balancing Optimization for Fine-Tuning Large Language ModelsCode0
A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
Federated Multi-Sequence Stochastic Approximation with Local Hypergradient EstimationCode0
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence AnalysisCode0
Analyzing the Role of the DSO in Electricity Trading of VPPs via a Stackelberg Game ModelCode0
A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level ProblemCode0
Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problemsCode0
A Framework for Bilevel Optimization on Riemannian ManifoldsCode0
BiLO: Bilevel Local Operator Learning for PDE inverse problemsCode0
Few-shot Backdoor Attacks via Neural Tangent KernelsCode0
Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel OptimizationCode0
Exact Certification of (Graph) Neural Networks Against Label PoisoningCode0
Adapting Triplet Importance of Implicit Feedback for Personalized RecommendationCode0
Enhancing Hypergradients Estimation: A Study of Preconditioning and ReparameterizationCode0
How Robust are Randomized Smoothing based Defenses to Data Poisoning?Code0
Discriminatively Learned Hierarchical Rank Pooling NetworksCode0
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
Show:102550
← PrevPage 2 of 9Next →
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