conftrace_

automatic machine learning

10 papers

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Also known as

AUTOML

Co-occurring keywords · papers mentioning both

hyperparameter optimization (7) multi-armed bandit (3) bayesian optimization (3) neural network (2) hyperparameter tuning (2) algorithm selection (2) neural architecture search (2) image classification (2) parallel experimentation (1) derivative-free optimization (1)

Papers

AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020 Automatic Discovery of Heterogeneous Machine Learning Pipelines: An Application to Natural Language Processing COLING 2020 Efficient Automatic CASH via Rising Bandits AAAI 2020 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 Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion AAAI 2019 Neural Architecture Optimization NeurIPS 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 NeurIPS 2012