Bayesian Optimization

Papers

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Title	Date	Tasks	Status	Hype
Bayesian Optimization for Materials Design with Mixed Quantitative and Qualitative Variables	Oct 3, 2019	Bayesian Optimization	—Unverified	0
Scalable Global Optimization via Local Bayesian Optimization	Oct 3, 2019	Bayesian Optimizationglobal-optimization	CodeCode Available	0
Attacking Vision-based Perception in End-to-End Autonomous Driving Models	Oct 2, 2019	Autonomous DrivingBayesian Optimization	CodeCode Available	0
A Bayesian Optimization Framework for Neural Network Compression	Oct 1, 2019	Bayesian OptimizationKnowledge Distillation	—Unverified	0
Forecasting Chaotic Systems with Very Low Connectivity Reservoir Computers	Oct 1, 2019	Bayesian Optimization	—Unverified	0
A Quantile-based Approach for Hyperparameter Transfer Learning	Sep 30, 2019	Bayesian OptimizationHyperparameter Optimization	—Unverified	0
Black-box Adversarial Attacks with Bayesian Optimization	Sep 30, 2019	Bayesian Optimization	CodeCode Available	0
Active preference learning based on radial basis functions	Sep 28, 2019	Bayesian Optimization	—Unverified	0
Learning search spaces for Bayesian optimization: Another view of hyperparameter transfer learning	Sep 27, 2019	Bayesian OptimizationHyperparameter Optimization	—Unverified	0
Neural Architecture Search by Learning Action Space for Monte Carlo Tree Search	Sep 25, 2019	Bayesian OptimizationNeural Architecture Search	—Unverified	0
BANANAS: Bayesian Optimization with Neural Networks for Neural Architecture Search	Sep 25, 2019	Bayesian OptimizationNeural Architecture Search	—Unverified	0
Multi-objective Neural Architecture Search via Predictive Network Performance Optimization	Sep 25, 2019	Bayesian OptimizationNeural Architecture Search	—Unverified	0
A Copula approach for hyperparameter transfer learning	Sep 25, 2019	Bayesian OptimizationThompson Sampling	—Unverified	0
Bayesian Optimization for Iterative Learning	Sep 20, 2019	Bayesian OptimizationDeep Reinforcement Learning	CodeCode Available	0
A Hierarchical Two-tier Approach to Hyper-parameter Optimization in Reinforcement Learning	Sep 18, 2019	Bayesian Optimizationreinforcement-learning	—Unverified	0
Efficient Transfer Bayesian Optimization with Auxiliary Information	Sep 17, 2019	Bayesian Optimization	—Unverified	0
Bayesian Optimization under Heavy-tailed Payoffs	Sep 16, 2019	Bayesian Optimization	CodeCode Available	0
Closed-loop Model Selection for Kernel-based Models using Bayesian Optimization	Sep 12, 2019	Bayesian OptimizationModel Selection	—Unverified	0
BOSH: An Efficient Meta Algorithm for Decision-based Attacks	Sep 10, 2019	Adversarial AttackBayesian Optimization	—Unverified	0
BINOCULARS for Efficient, Nonmyopic Sequential Experimental Design	Sep 10, 2019	Bayesian OptimizationExperimental Design	CodeCode Available	1
Distributed creation of Machine learning agents for Blockchain analysis	Sep 6, 2019	Bayesian OptimizationBIG-bench Machine Learning	—Unverified	0
Adaptive Configuration Oracle for Online Portfolio Selection Methods	Aug 22, 2019	Bayesian Optimization	—Unverified	0
A tree-based radial basis function method for noisy parallel surrogate optimization	Aug 21, 2019	Bayesian Optimization	CodeCode Available	0
Lung segmentation on chest x-ray images in patients with severe abnormal findings using deep learning	Aug 21, 2019	Bayesian OptimizationSegmentation	—Unverified	0
Interactive Trajectory Adaptation through Force-guided Bayesian Optimization	Aug 20, 2019	Bayesian Optimization	—Unverified	0
Towards Assessing the Impact of Bayesian Optimization's Own Hyperparameters	Aug 19, 2019	Bayesian OptimizationBIG-bench Machine Learning	—Unverified	0
Hybrid methodology based on Bayesian optimization and GA-PARSIMONY to search for parsimony models by combining hyperparameter optimization and feature selection	Aug 18, 2019	Bayesian Optimizationfeature selection	—Unverified	0
BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters	Aug 16, 2019	Bayesian OptimizationHyperparameter Optimization	CodeCode Available	0
Optimizing quantum heuristics with meta-learning	Aug 8, 2019	Bayesian OptimizationMeta-Learning	—Unverified	0
ChemBO: Bayesian Optimization of Small Organic Molecules with Synthesizable Recommendations	Aug 5, 2019	Bayesian OptimizationDrug Discovery	CodeCode Available	0
Improving Attacks on Round-Reduced Speck32/64 Using Deep Learning	Aug 1, 2019	Bayesian OptimizationCryptanalysis	CodeCode Available	1
No-PASt-BO: Normalized Portfolio Allocation Strategy for Bayesian Optimization	Aug 1, 2019	Bayesian Optimization	CodeCode Available	0
Deep Neural Network Hyperparameter Optimization with Orthogonal Array Tuning	Jul 31, 2019	Bayesian OptimizationDeep Learning	CodeCode Available	0
pySOT and POAP: An event-driven asynchronous framework for surrogate optimization	Jul 30, 2019	Bayesian Optimizationglobal-optimization	CodeCode Available	0
On the Design of Black-box Adversarial Examples by Leveraging Gradient-free Optimization and Operator Splitting Method	Jul 26, 2019	Adversarial AttackBayesian Optimization	CodeCode Available	0
Classified Regression for Bayesian Optimization: Robot Learning with Unknown Penalties	Jul 24, 2019	Bayesian Optimizationglobal-optimization	—Unverified	0
Adaptive Compression-based Lifelong Learning	Jul 23, 2019	Bayesian OptimizationLifelong learning	—Unverified	0
Accelerating Experimental Design by Incorporating Experimenter Hunches	Jul 22, 2019	Bayesian OptimizationExperimental Design	—Unverified	0
High Dimensional Bayesian Optimization via Supervised Dimension Reduction	Jul 21, 2019	Bayesian OptimizationDimensionality Reduction	CodeCode Available	0
Techniques for Automated Machine Learning	Jul 21, 2019	Automated Feature EngineeringAutoML	—Unverified	0
Bayesian Optimization in Variational Latent Spaces with Dynamic Compression	Jul 10, 2019	Bayesian Optimization	CodeCode Available	0
Informative Path Planning with Local Penalization for Decentralized and Asynchronous Swarm Robotic Search	Jul 9, 2019	Bayesian OptimizationTask Planning	—Unverified	0
Data-Centric Mixed-Variable Bayesian Optimization For Materials Design	Jul 4, 2019	Bayesian OptimizationNavigate	—Unverified	0
Mixed-Variable Bayesian Optimization	Jul 2, 2019	Bayesian OptimizationThompson Sampling	—Unverified	0
Bayesian Optimization on Large Graphs via a Graph Convolutional Generative Model: Application in Cardiac Model Personalization	Jul 1, 2019	Bayesian Optimizationmodel	CodeCode Available	0
Safe Contextual Bayesian Optimization for Sustainable Room Temperature PID Control Tuning	Jun 28, 2019	Bayesian Optimization	—Unverified	0
Hyp-RL : Hyperparameter Optimization by Reinforcement Learning	Jun 27, 2019	Bayesian OptimizationHyperparameter Optimization	CodeCode Available	0
Modulating Surrogates for Bayesian Optimization	Jun 26, 2019	Bayesian OptimizationGaussian Processes	—Unverified	0
Bayesian Optimization with Directionally Constrained Search	Jun 22, 2019	Bayesian Optimization	—Unverified	0
Sparse Spectrum Gaussian Process for Bayesian Optimization	Jun 21, 2019	Bayesian OptimisationBayesian Optimization	—Unverified	0

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