An Automated Text Categorization Framework based on Hyperparameter Optimization Apr 6, 2017 Authorship Attribution General Classification
Code Code Available Efficient Benchmarking of Algorithm Configuration Procedures via Model-Based Surrogates Mar 30, 2017 Benchmarking Hyperparameter Optimization
— Unverified Global optimization of Lipschitz functions Mar 7, 2017 global-optimization Hyperparameter Optimization
Code Code Available Online Convex Optimization with Unconstrained Domains and Losses Mar 7, 2017 Hyperparameter Optimization
— Unverified Large-Scale Evolution of Image Classifiers Mar 3, 2017 Evolutionary Algorithms Hyperparameter Optimization
Code Code Available Google Vizier: A Service for Black-Box Optimization Jan 1, 2017 AutoML BIG-bench Machine Learning
Code Code Available RoBO: A Flexible and Robust Bayesian Optimization Framework in Python Jan 1, 2017 Bayesian Optimization Hyperparameter Optimization
Code Code Available Bayesian Optimization with Robust Bayesian Neural Networks Dec 1, 2016 Bayesian Optimization Deep Reinforcement Learning
Code Code Available Scalable Hyperparameter Optimization with Products of Gaussian Process Experts Sep 4, 2016 Gaussian Processes Hyperparameter Optimization
Code Code Available When Hyperparameters Help: Beneficial Parameter Combinations in Distributional Semantic Models Aug 1, 2016 Hyperparameter Optimization Word Embeddings
— Unverified Hyperparameter Transfer Learning through Surrogate Alignment for Efficient Deep Neural Network Training Jul 31, 2016 Hyperparameter Optimization Transfer Learning
— Unverified Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates Jul 28, 2016 Bayesian Optimization Gaussian Processes
Code Code Available Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets May 23, 2016 Bayesian Optimization BIG-bench Machine Learning
Code Code Available Bayesian Hyperparameter Optimization for Ensemble Learning May 20, 2016 Bayesian Optimization Ensemble Learning
— Unverified Evaluation System for a Bayesian Optimization Service May 19, 2016 Bayesian Optimization BIG-bench Machine Learning
— Unverified CMA-ES for Hyperparameter Optimization of Deep Neural Networks Apr 25, 2016 Bayesian Optimization Hyperparameter Optimization
— Unverified A Stratified Analysis of Bayesian Optimization Methods Mar 31, 2016 Bayesian Optimization Hyperparameter Optimization
— Unverified Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science Mar 20, 2016 Automated Feature Engineering AutoML
Code Code Available Hyperparameter optimization with approximate gradient Feb 7, 2016 Hyperparameter Optimization regression
Code Code Available Automating biomedical data science through tree-based pipeline optimization Jan 28, 2016 BIG-bench Machine Learning General Classification
Code Code Available Scalable Gradient-Based Tuning of Continuous Regularization Hyperparameters Nov 20, 2015 Hyperparameter Optimization
Code Code Available No Regret Bound for Extreme Bandits Aug 12, 2015 Hyperparameter Optimization
— Unverified Learning Structural Kernels for Natural Language Processing Aug 10, 2015 Gaussian Processes Hyperparameter Optimization
— Unverified apsis - Framework for Automated Optimization of Machine Learning Hyper Parameters Mar 10, 2015 BIG-bench Machine Learning Hyperparameter Optimization
Code Code Available Non-stochastic Best Arm Identification and Hyperparameter Optimization Feb 27, 2015 Hyperparameter Optimization
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