hyperparameter optimization

To Optimize, or Not to Optimize, That Is the Question: TelU-KU Models for WMT21 Large-Scale Multilingual Machine Translation EMNLP 2021 Tuning Mixed Input Hyperparameters on the Fly for Efficient Population Based AutoRL NeurIPS 2021 Warm Starting CMA-ES for Hyperparameter Optimization AAAI 2021 Well-tuned Simple Nets Excel on Tabular Datasets NeurIPS 2021 A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton ICML 2020 An ADMM Based Framework for AutoML Pipeline Configuration AAAI 2020 A Study on Encodings for Neural Architecture Search NeurIPS 2020 AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020 AutoDAL: Distributed Active Learning with Automatic Hyperparameter Selection AAAI 2020 Autofocused oracles for model-based design NeurIPS 2020 Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing COLING 2020 AutoSpeech 2020: The Second Automated Machine Learning Challenge for Speech Classification Interspeech 2020 Batch Reinforcement Learning with Hyperparameter Gradients ICML 2020 Bayesian Optimisation for Premise Selection in Automated Theorem Proving (Student Abstract) AAAI 2020 Bayesian Optimisation over Multiple Continuous and Categorical Inputs ICML 2020 Best Practices for Scientific Research on Neural Architecture Search JMLR 2020 BOWL: Bayesian Optimization for Weight Learning in Probabilistic Soft Logic AAAI 2020 Deep-n-Cheap: An Automated Search Framework for Low Complexity Deep Learning ACML 2020 Delta-STN: Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians NeurIPS 2020 Demo Application for the AutoGOAL Framework COLING 2020 Efficient Automatic CASH via Rising Bandits AAAI 2020 Hyperparameter Ensembles for Robustness and Uncertainty Quantification NeurIPS 2020 HyperSTAR: Task-Aware Hyperparameters for Deep Networks CVPR 2020 ImpatientCapsAndRuns: Approximately Optimal Algorithm Configuration from an Infinite Pool NeurIPS 2020 Implicit differentiation of Lasso-type models for hyperparameter optimization ICML 2020