← Keywords

hyperparameter optimization

405 papers

Explore in graph

Also known as

CASH OPTUNA BO HO HPO

Co-occurring keywords

bayesian optimization (623) neural architecture search (665) gaussian process (1198) automated machine learning (94) model selection (454) surrogate model (181) hyperparameter tuning (213) transfer learning (5442) bilevel optimization (193) neural network optimization (1293)

Papers

Rethinking Performance Estimation in Neural Architecture Search CVPR 2020
MiLeNAS: Efficient Neural Architecture Search via Mixed-Level Reformulation CVPR 2020
Provably Efficient Online Hyperparameter Optimization with Population-Based Bandits NIPS 2020
Hyperparameter Ensembles for Robustness and Uncertainty Quantification NIPS 2020
Autofocused oracles for model-based design NIPS 2020
ImpatientCapsAndRuns: Approximately Optimal Algorithm Configuration from an Infinite Pool NIPS 2020
Stepwise Model Selection for Sequence Prediction via Deep Kernel Learning AISTATS 2020
Implicit differentiation of Lasso-type models for hyperparameter optimization ICML 2020
Bayesian Optimisation over Multiple Continuous and Categorical Inputs ICML 2020
AutoSpeech 2020: The Second Automated Machine Learning Challenge for Speech Classification INTERSPEECH 2020
Smash at SemEval-2020 Task 7: Optimizing the Hyperparameters of ERNIE 2.0 for Humor Ranking and Rating SEMEVAL 2020
Enabling hyperparameter optimization in sequential autoencoders for spiking neural data NIPS 2019
Learning search spaces for Bayesian optimization: Another view of hyperparameter transfer learning NIPS 2019
Random Search and Reproducibility for Neural Architecture Search UAI 2019
Procrastinating with Confidence: Near-Optimal, Anytime, Adaptive Algorithm Configuration NIPS 2019
Meta Architecture Search NIPS 2019
Efficient Identification of Approximate Best Configuration of Training in Large Datasets AAAI 2019
CNN-LSTM Models for Multi-Speaker Source Separation Using Bayesian Hyper Parameter Optimization INTERSPEECH 2019
TAPAS: Train-Less Accuracy Predictor for Architecture Search AAAI 2019
AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text ACL 2019
Meta-Surrogate Benchmarking for Hyperparameter Optimization NIPS 2019
FIESTA: Fast IdEntification of State-of-The-Art models using adaptive bandit algorithms ACL 2019
Fast Efficient Hyperparameter Tuning for Policy Gradient Methods NIPS 2019
Combinatorial Bayesian Optimization using the Graph Cartesian Product NIPS 2019
Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion AAAI 2019