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

Showing 351400 of 423 papers

TitleStatusHype
MetAL: Active Semi-Supervised Learning on Graphs via Meta LearningCode0
Functional Bilevel Optimization for Machine LearningCode0
BloomGML: Graph Machine Learning through the Lens of Bilevel OptimizationCode0
Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel OptimizationCode0
Adapting Triplet Importance of Implicit Feedback for Personalized RecommendationCode0
GCAL: Adapting Graph Models to Evolving Domain ShiftsCode0
Truncated Back-propagation for Bilevel OptimizationCode0
A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level ProblemCode0
Robust Network Architecture Search via Feature Distortion RestrainingCode0
Generalizing Reward Modeling for Out-of-Distribution Preference LearningCode0
BiLO: Bilevel Local Operator Learning for PDE inverse problemsCode0
Enhancing Hypergradients Estimation: A Study of Preconditioning and ReparameterizationCode0
Min-Max Bilevel Multi-objective Optimization with Applications in Machine LearningCode0
MISLEADER: Defending against Model Extraction with Ensembles of Distilled ModelsCode0
Gradient-based bilevel optimization for multi-penalty Ridge regression through matrix differential calculusCode0
Gradient scarcity with Bilevel Optimization for Graph LearningCode0
Modeling and Optimization Trade-off in Meta-learningCode0
Efficient Cross-Modal Video Retrieval with Meta-Optimized FramesCode0
GuiLoMo: Allocating Expert Number and Rank for LoRA-MoE via Bilevel Optimization with GuidedSelection VectorsCode0
Contextual Bilevel Reinforcement Learning for Incentive AlignmentCode0
HBO: Hierarchical Balancing Optimization for Fine-Tuning Large Language ModelsCode0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Efficient and Effective Implicit Dynamic Graph Neural NetworkCode0
An adaptively inexact first-order method for bilevel optimization with application to hyperparameter learningCode0
Towards Evaluating the Robustness of Neural Networks Learned by TransductionCode0
Decentralized Hyper-Gradient Computation over Time-Varying Directed NetworksCode0
Discriminatively Learned Hierarchical Rank Pooling NetworksCode0
Multi-rendezvous Spacecraft Trajectory Optimization with Beam P-ACOCode0
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled ConstraintsCode0
Differentiable Neural Architecture Search in Equivalent Space with Exploration EnhancementCode0
Tuning-Free Bilevel Optimization: New Algorithms and Convergence AnalysisCode0
Safe Gradient Flow for Bilevel OptimizationCode0
Improving SAM Requires Rethinking its Optimization FormulationCode0
Differentiable Instruction Optimization for Cross-Task GeneralizationCode0
Inexact bilevel stochastic gradient methods for constrained and unconstrained lower-level problemsCode0
Inexact Derivative-Free Optimization for Bilevel LearningCode0
A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence AnalysisCode0
On Automatic Data Augmentation for 3D Point Cloud ClassificationCode0
PRDP: Progressively Refined Differentiable PhysicsCode0
Preference-Optimized Pareto Set Learning for Blackbox OptimizationCode0
Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural NetworksCode0
Advancing Generalized Transfer Attack with Initialization Derived Bilevel Optimization and Dynamic Sequence TruncationCode0
SOSELETO: A Unified Approach to Transfer Learning and Training with Noisy LabelsCode0
Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient MethodsCode0
Saliency-Augmented Memory Completion for Continual LearningCode0
Targeted Data-driven Regularization for Out-of-Distribution GeneralizationCode0
LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspaceCode0
Bilevel Learning with Inexact Stochastic GradientsCode0
Deep Bilevel LearningCode0
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Benchmark Results

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