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 101125 of 423 papers

TitleStatusHype
Bregman Graph Neural NetworkCode0
Generalizing Reward Modeling for Out-of-Distribution Preference LearningCode0
Gradient scarcity with Bilevel Optimization for Graph LearningCode0
Inexact Derivative-Free Optimization for Bilevel LearningCode0
An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded SmoothnessCode0
MAP: Towards Balanced Generalization of IID and OOD through Model-Agnostic AdaptersCode0
Exact Certification of (Graph) Neural Networks Against Label PoisoningCode0
Bilevel Learning with Inexact Stochastic GradientsCode0
MISLEADER: Defending against Model Extraction with Ensembles of Distilled ModelsCode0
Modeling and Optimization Trade-off in Meta-learningCode0
Adversarial Training for Defense Against Label Poisoning AttacksCode0
Enhancing Hypergradients Estimation: A Study of Preconditioning and ReparameterizationCode0
Efficient Cross-Modal Video Retrieval with Meta-Optimized FramesCode0
Amortized Implicit Differentiation for Stochastic Bilevel OptimizationCode0
Bilevel Generative Learning for Low-Light VisionCode0
Decentralized Hyper-Gradient Computation over Time-Varying Directed NetworksCode0
Convex and Bilevel Optimization for Neuro-Symbolic Inference and LearningCode0
Preference-Optimized Pareto Set Learning for Blackbox OptimizationCode0
An adaptively inexact first-order method for bilevel optimization with application to hyperparameter learningCode0
Efficient and Effective Implicit Dynamic Graph Neural NetworkCode0
BILBO: BILevel Bayesian OptimizationCode0
Alternating Implicit Projected SGD and Its Efficient Variants for Equality-constrained Bilevel OptimizationCode0
Fair Machine Learning under Limited Demographically Labeled DataCode0
Differentiable Instruction Optimization for Cross-Task GeneralizationCode0
Differentiable Neural Architecture Search in Equivalent Space with Exploration EnhancementCode0
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Benchmark Results

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