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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

Knowing The What But Not The Where in Bayesian Optimization ICML 2020
Learning to Optimize Computational Resources: Frugal Training with Generalization Guarantees AAAI 2020
AutoDAL: Distributed Active Learning with Automatic Hyperparameter Selection AAAI 2020
Efficient Automatic CASH via Rising Bandits AAAI 2020
An ADMM Based Framework for AutoML Pipeline Configuration AAAI 2020
A Study on Encodings for Neural Architecture Search NIPS 2020
The Statistical Cost of Robust Kernel Hyperparameter Turning NIPS 2020
Neural Architecture Generator Optimization NIPS 2020
KungFu: Making Training in Distributed Machine Learning Adaptive OSDI 2020
Best Practices for Scientific Research on Neural Architecture Search JMLR 2020
Smash at SemEval-2020 Task 7: Optimizing the Hyperparameters of ERNIE 2.0 for Humor Ranking and Rating COLING 2020
Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing COLING 2020
Demo Application for the AutoGOAL Framework COLING 2020
Optimizing Transformer for Low-Resource Neural Machine Translation COLING 2020
Learning to Rank Learning Curves ICML 2020
Neural Architecture Search Using Deep Neural Networks and Monte Carlo Tree Search AAAI 2020
LibKGE - A knowledge graph embedding library for reproducible research EMNLP 2020
Look-ahead Meta Learning for Continual Learning NIPS 2020
PyGlove: Symbolic Programming for Automated Machine Learning NIPS 2020
Learning to Mutate with Hypergradient Guided Population NIPS 2020
Meta-Learning with Adaptive Hyperparameters NIPS 2020
Delta-STN: Efficient Bilevel Optimization for Neural Networks using Structured Response Jacobians NIPS 2020
On Performance Estimation in Automatic Algorithm Configuration AAAI 2020
Weighted Sampling for Combined Model Selection and Hyperparameter Tuning AAAI 2020
BOWL: Bayesian Optimization for Weight Learning in Probabilistic Soft Logic AAAI 2020