Optimizing for Generalization in Machine Learning with Cross-Validation Gradients May 18, 2018 BIG-bench Machine Learning Hyperparameter Optimization
Code Code Available Holarchic Structures for Decentralized Deep Learning - A Performance Analysis May 7, 2018 Deep Learning Hyperparameter Optimization
— Unverified Rafiki: Machine Learning as an Analytics Service System Apr 17, 2018 AutoML BIG-bench Machine Learning
Code Code Available Scalable Factorized Hierarchical Variational Autoencoder Training Apr 9, 2018 Disentanglement Hyperparameter Optimization
Code Code Available An LP-based hyperparameter optimization model for language modeling Mar 29, 2018 Hyperparameter Optimization Language Modeling
— Unverified Best arm identification in multi-armed bandits with delayed feedback Mar 29, 2018 Hyperparameter Optimization Multi-Armed Bandits
— Unverified Natural Gradient Deep Q-learning Mar 20, 2018 Deep Reinforcement Learning Hyperparameter Optimization
— Unverified Reviving and Improving Recurrent Back-Propagation Mar 16, 2018 Document Classification Hyperparameter Optimization
Code Code Available Autostacker: A Compositional Evolutionary Learning System Mar 2, 2018 AutoML BIG-bench Machine Learning
— Unverified Practical Transfer Learning for Bayesian Optimization Feb 6, 2018 Bayesian Optimization Gaussian Processes
Code Code Available Combination of Hyperband and Bayesian Optimization for Hyperparameter Optimization in Deep Learning Jan 5, 2018 Bayesian Optimization Deep Learning
— Unverified Online Hyper-Parameter Optimization Jan 1, 2018 Hyperparameter Optimization
— Unverified AMLA: an AutoML frAmework for Neural Network Design Jan 1, 2018 AutoML Hyperparameter Optimization
— Unverified A Bridge Between Hyperparameter Optimization and Learning-to-learn Dec 18, 2017 Few-Shot Learning Hyperparameter Optimization
Code Code Available Learning Surrogate Models of Document Image Quality Metrics for Automated Document Image Processing Dec 11, 2017 Binarization Hyperparameter Optimization
— Unverified ATM: A distributed, collaborative, scalable system for automated machine learning Dec 11, 2017 AutoML BIG-bench Machine Learning
Code Code Available Are GANs Created Equal? A Large-Scale Study Nov 28, 2017 Hyperparameter Optimization
Code Code Available Transfer Learning to Learn with Multitask Neural Model Search Oct 30, 2017 Hyperparameter Optimization Neural Architecture Search
— Unverified Learning to Warm-Start Bayesian Hyperparameter Optimization Oct 17, 2017 Bayesian Optimization global-optimization
— Unverified SHADHO: Massively Scalable Hardware-Aware Distributed Hyperparameter Optimization Jul 5, 2017 Cell Segmentation Hyperparameter Optimization
— Unverified Open Loop Hyperparameter Optimization and Determinantal Point Processes Jun 6, 2017 Diversity Hyperparameter Optimization
— Unverified Hyperparameter Optimization: A Spectral Approach Jun 2, 2017 Bayesian Optimization compressed sensing
Code Code Available Accelerating Neural Architecture Search using Performance Prediction May 30, 2017 Hyperparameter Optimization Language Modeling
Code Code Available An effective algorithm for hyperparameter optimization of neural networks May 23, 2017 Hyperparameter Optimization
— Unverified DeepArchitect: Automatically Designing and Training Deep Architectures Apr 28, 2017 Hyperparameter Optimization Model Discovery
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