conftrace_

automatic machine learning

10 papers

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Also known as

AUTOML

Co-occurring keywords

hyperparameter optimization (406) multi-armed bandit (1098) bayesian optimization (624) neural network (6616) hyperparameter tuning (215) algorithm selection (38) neural architecture search (666) image classification (1944) parallel experimentation (1) derivative-free optimization (44)

Papers

AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020
Efficient Automatic CASH via Rising Bandits AAAI 2020
Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing COLING 2020
Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion AAAI 2019
AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text ACL 2019
Cascaded Algorithm-Selection and Hyper-Parameter Optimization with Extreme-Region Upper Confidence Bound Bandit IJCAI 2019
Neural Architecture Optimization NIPS 2018
Large-Scale Evolution of Image Classifiers ICML 2017
On correlation and budget constraints in model-based bandit optimization with application to automatic machine learning AISTATS 2014
Practical Bayesian Optimization of Machine Learning Algorithms NIPS 2012