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 5175 of 423 papers

TitleStatusHype
On the Convergence Theory for Hessian-Free Bilevel AlgorithmsCode1
FairBatch: Batch Selection for Model FairnessCode1
Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg EquilibriumCode1
MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learningCode1
BOME! Bilevel Optimization Made Easy: A Simple First-Order ApproachCode1
BOBCAT: Bilevel Optimization-Based Computerized Adaptive TestingCode1
Semi-supervised Batch Active Learning via Bilevel OptimizationCode1
Single-level Adversarial Data Synthesis based on Neural Tangent KernelsCode1
GS-Phong: Meta-Learned 3D Gaussians for Relightable Novel View SynthesisCode1
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
GuiLoMo: Allocating Expert Number and Rank for LoRA-MoE via Bilevel Optimization with GuidedSelection VectorsCode0
HBO: Hierarchical Balancing Optimization for Fine-Tuning Large Language ModelsCode0
Asynchronous Distributed Bilevel OptimizationCode0
Gradient-based bilevel optimization for multi-penalty Ridge regression through matrix differential calculusCode0
A Conditional Gradient-based Method for Simple Bilevel Optimization with Convex Lower-level ProblemCode0
GCAL: Adapting Graph Models to Evolving Domain ShiftsCode0
Generalizing Reward Modeling for Out-of-Distribution Preference LearningCode0
Gradient scarcity with Bilevel Optimization for Graph LearningCode0
How Robust are Randomized Smoothing based Defenses to Data Poisoning?Code0
Federated Multi-Sequence Stochastic Approximation with Local Hypergradient EstimationCode0
Few-shot Backdoor Attacks via Neural Tangent KernelsCode0
Exact Certification of (Graph) Neural Networks Against Label PoisoningCode0
A Primal-Dual-Assisted Penalty Approach to Bilevel Optimization with Coupled ConstraintsCode0
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Benchmark Results

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