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hyperparameter optimization

405 papers

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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

Optimization Planning for 3D ConvNets ICML 2021
AutoSampling: Search for Effective Data Sampling Schedules ICML 2021
Well-tuned Simple Nets Excel on Tabular Datasets NIPS 2021
Meta-learning to Improve Pre-training NIPS 2021
Stability and Generalization of Bilevel Programming in Hyperparameter Optimization NIPS 2021
Bayesian Optimization over Hybrid Spaces ICML 2021
Effective Meta-Regularization by Kernelized Proximal Regularization NIPS 2021
Convergence Properties of Stochastic Hypergradients AISTATS 2021
Descending through a Crowded Valley - Benchmarking Deep Learning Optimizers ICML 2021
mlr3pipelines - Flexible Machine Learning Pipelines in R JMLR 2021
On the Importance of Hyperparameter Optimization for Model-based Reinforcement Learning AISTATS 2021
DuluthNLP at SemEval-2021 Task 7: Fine-Tuning RoBERTa Model for Humor Detection and Offense Rating SEMEVAL 2021
Mixed variable Bayesian optimization with frequency modulated kernels UAI 2021
cushLEPOR: customising hLEPOR metric using Optuna for higher agreement with human judgments or pre-trained language model LaBSE EMNLP 2021
Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression NIPS 2021
Automated Machine Learning on Graphs: A Survey IJCAI 2021
To Optimize, or Not to Optimize, That Is the Question: TelU-KU Models for WMT21 Large-Scale Multilingual Machine Translation EMNLP 2021
Distiller: A Systematic Study of Model Distillation Methods in Natural Language Processing EMNLP 2021
Hyperparameter Power Impact in Transformer Language Model Training EMNLP 2021
Hyperparameter Optimization via Sequential Uniform Designs JMLR 2021
EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization NIPS 2021
AutoBandit: A Meta Bandit Online Learning System IJCAI 2021
ChaCha for Online AutoML ICML 2021
Active Testing: Sample-Efficient Model Evaluation ICML 2021
A Gradient Based Strategy for Hamiltonian Monte Carlo Hyperparameter Optimization ICML 2021