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 51–75 of 423 papers

TitleStatusHype
Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response FunctionsCode1
Semi-supervised Batch Active Learning via Bilevel OptimizationCode1
Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New PerspectiveCode1
RemovalNet: DNN Fingerprint Removal AttacksCode1
How to Sift Out a Clean Data Subset in the Presence of Data Poisoning?Code1
Single-level Adversarial Data Synthesis based on Neural Tangent KernelsCode1
Bilevel Continual LearningCode1
Embarassingly Simple Dataset DistillationCode1
BOBCAT: Bilevel Optimization-Based Computerized Adaptive TestingCode1
A Data-Driven Sensor Placement Approach for Detecting Voltage Violations in Distribution Systems—0
BiSSL: Enhancing the Alignment Between Self-Supervised Pretraining and Downstream Fine-Tuning via Bilevel Optimization—0
A Gradient Method for Multilevel Optimization—0
A unified algorithm framework for mean-variance optimization in discounted Markov decision processes—0
Achieving O(ε^-1.5) Complexity in Hessian/Jacobian-free Stochastic Bilevel Optimization—0
A Two-Timescale Framework for Bilevel Optimization: Complexity Analysis and Application to Actor-Critic—0
A Gradient-based Bilevel Optimization Approach for Tuning Hyperparameters in Machine Learning—0
AdaSTE: An Adaptive Straight-Through Estimator to Train Binary Neural Networks—0
A stochastic gradient method for trilevel optimization—0
A Stackelberg game for incentive-based demand response in energy markets—0
A Globally Convergent Gradient-based Bilevel Hyperparameter Optimization Method—0
Accelerated Fully First-Order Methods for Bilevel and Minimax Optimization—0
BODAME: Bilevel Optimization for Defense Against Model Extraction—0
A Single-Timescale Method for Stochastic Bilevel Optimization—0
A Single-Loop Algorithm for Decentralized Bilevel Optimization—0
Age of Information Optimization in a RIS-Assisted Wireless Network—0
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Benchmark Results

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