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Bayesian Optimization

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TitleStatusHype
Local Latent Space Bayesian Optimization over Structured InputsCode1
Bayesian Optimization of Function NetworksCode1
Leveraging Trust for Joint Multi-Objective and Multi-Fidelity OptimizationCode1
Bayesian Optimization over Permutation SpacesCode1
Naive Automated Machine LearningCode1
Bayesian Optimization for auto-tuning GPU kernelsCode1
A stacked deep convolutional neural network to predict the remaining useful life of a turbofan engineCode1
A stacked DCNN to predict the RUL of a turbofan engineCode1
IOHexperimenter: Benchmarking Platform for Iterative Optimization HeuristicsCode1
Risk-averse Heteroscedastic Bayesian OptimizationCode1
LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for LassoCode1
Geometry-aware Bayesian Optimization in Robotics using Riemannian Matérn KernelsCode1
Combining Latent Space and Structured Kernels for Bayesian Optimization over Combinatorial SpacesCode1
Automated Hyperparameter Optimization Challenge at CIKM 2021 AnalyticCupCode1
Dynamic Causal Bayesian OptimizationCode1
Emulation of physical processes with EmukitCode1
Output Space Entropy Search Framework for Multi-Objective Bayesian OptimizationCode1
Simple Recurrent Neural Networks is all we need for clinical events predictions using EHR dataCode1
Machine Learning with Knowledge Constraints for Process Optimization of Open-Air Perovskite Solar Cell ManufacturingCode1
Pre-trained Gaussian Processes for Bayesian OptimizationCode1
Text AutoAugment: Learning Compositional Augmentation Policy for Text ClassificationCode1
Unsupervised Reservoir Computing for Solving Ordinary Differential EquationsCode1
Time Dependence in Kalman Filter TuningCode1
An automated machine learning framework to optimize radiomics model construction validated on twelve clinical applicationsCode1
Bayesian Optimization with High-Dimensional OutputsCode1
Local policy search with Bayesian optimizationCode1
Active Offline Policy SelectionCode1
Bayesian Optimization over Hybrid SpacesCode1
Benchmarking the Performance of Bayesian Optimization across Multiple Experimental Materials Science DomainsCode1
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the FlyCode1
A hyperparameter-tuning approach to automated inverse planningCode1
HASCO: Towards Agile HArdware and Software CO-design for Tensor ComputationCode1
Deep Learning for Bayesian Optimization of Scientific Problems with High-Dimensional StructureCode1
Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual InformationCode1
OCTIS: Comparing and Optimizing Topic models is Simple!Code1
AutoOED: Automated Optimal Experiment Design PlatformCode1
Gemini: Dynamic Bias Correction for Autonomous Experimentation and Molecular SimulationCode1
Kernel Interpolation for Scalable Online Gaussian ProcessesCode1
High-Dimensional Bayesian Optimization with Sparse Axis-Aligned SubspacesCode1
NOMU: Neural Optimization-based Model UncertaintyCode1
BORE: Bayesian Optimization by Density-Ratio EstimationCode1
Explaining Inference Queries with Bayesian OptimizationCode1
CobBO: Coordinate Backoff Bayesian Optimization with Two-Stage KernelsCode1
High-Dimensional Bayesian Optimization via Tree-Structured Additive ModelsCode1
Solving Black-Box Optimization Challenge via Learning Search Space Partition for Local Bayesian OptimizationCode1
Mercer Features for Efficient Combinatorial Bayesian OptimizationCode1
Accelerating high-throughput virtual screening through molecular pool-based active learningCode1
Differential Evolution for Neural Architecture SearchCode1
MFES-HB: Efficient Hyperband with Multi-Fidelity Quality MeasurementsCode1
Task-Agnostic Amortized Inference of Gaussian Process HyperparametersCode1
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