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Bayesian Optimization

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TitleStatusHype
Practical Batch Bayesian Optimization for Less Expensive Functions—0
A Batched Scalable Multi-Objective Bayesian Optimization Algorithm—0
A General Framework for Multi-fidelity Bayesian Optimization with Gaussian Processes—0
Scaling Gaussian Process Regression with DerivativesCode0
Nonlocal flocking dynamics: Learning the fractional order of PDEs from particle simulations—0
Machine Learning Accelerated Likelihood-Free Event Reconstruction in Dark Matter Direct Detection—0
Hybrid-MST: A Hybrid Active Sampling Strategy for Pairwise Preference AggregationCode0
Combining Bayesian Optimization and Lipschitz Optimization—0
Global Search with Bernoulli Alternation Kernel for Task-oriented Grasping Informed by Simulation—0
Procedural Noise Adversarial Examples for Black-Box Attacks on Deep Convolutional NetworksCode0
Developmental Bayesian Optimization of Black-Box with Visual Similarity-Based Transfer Learning—0
Benchmarking five global optimization approaches for nano-optical shape optimization and parameter reconstruction—0
Benchmarking and Optimization of Gradient Boosting Decision Tree Algorithms—0
PARyOpt: A software for Parallel Asynchronous Remote Bayesian Optimization—0
Gait learning for soft microrobots controlled by light fields—0
Molecular Hypergraph Grammar with its Application to Molecular Optimization—0
Coverage-Based Designs Improve Sample Mining and Hyper-Parameter OptimizationCode0
Constraint-Aware Deep Neural Network Compression—0
A DEEP ADVERSARIAL LEARNING METHODOLOGY FOR DESIGNING MICROSTRUCTURAL MATERIAL SYSTEMSCode0
On a New Improvement-Based Acquisition Function for Bayesian Optimization—0
Designing Adaptive Neural Networks for Energy-Constrained Image Classification—0
Is One Hyperparameter Optimizer Enough?—0
Weak in the NEES?: Auto-tuning Kalman Filters with Bayesian Optimization—0
Generic Camera Attribute Control using Bayesian Optimization—0
A Tutorial on Bayesian OptimizationCode0
A survey on policy search algorithms for learning robot controllers in a handful of trials—0
Dynamic Control of Explore/Exploit Trade-Off In Bayesian Optimization—0
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel LearningCode0
New Heuristics for Parallel and Scalable Bayesian OptimizationCode0
Batch Bayesian Optimization via Multi-objective Acquisition Ensemble for Automated Analog Circuit DesignCode0
Structured Variationally Auto-encoded Optimization—0
Bayesian optimization of the PC algorithm for learning Gaussian Bayesian networks—0
Auto-Keras: An Efficient Neural Architecture Search SystemCode0
Bayesian Optimization of Combinatorial StructuresCode0
Stagewise Safe Bayesian Optimization with Gaussian Processes—0
BOCK : Bayesian Optimization with Cylindrical KernelsCode0
Efficient and Scalable Batch Bayesian Optimization Using K-Means—0
Tight Regret Bounds for Bayesian Optimization in One Dimension—0
A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations—0
Maximizing acquisition functions for Bayesian optimizationCode0
Optimization, fast and slow: optimally switching between local and Bayesian optimizationCode0
Neural Generative Models for Global Optimization with Gradients—0
Accelerated Bayesian Optimization throughWeight-Prior Tuning—0
Independent Component Analysis via Energy-based and Kernel-based Mutual Dependence Measures—0
Towards Autonomous Reinforcement Learning: Automatic Setting of Hyper-parameters using Bayesian Optimization—0
Dealing with Categorical and Integer-valued Variables in Bayesian Optimization with Gaussian ProcessesCode0
Graph Bayesian Optimization: Algorithms, Evaluations and Applications—0
Semi-Supervised Learning with Declaratively Specified Entropy Constraints—0
Efficient Model Identification for Tensegrity Locomotion—0
Bayesian Optimization with Expensive IntegrandsCode0
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