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multi-fidelity optimization

34 papers

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Co-occurring keywords · papers mentioning both

bayesian optimization (18) hyperparameter optimization (14) gaussian process (8) surrogate model (6) hyperparameter tuning (6) neural architecture search (5) black-box optimization (5) acquisition function (4) regret bound (4) max-value entropy search (3)

Papers

A General Framework for Multi-fidelity Bayesian Optimization with Gaussian Processes AISTATS 2019 MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models AAAI 2019 Multi-Fidelity Automatic Hyper-Parameter Tuning via Transfer Series Expansion AAAI 2019 Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach AISTATS 2019 Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning UAI 2019 Multi-Fidelity Black-Box Optimization with Hierarchical Partitions ICML 2018 Multi-fidelity Bayesian Optimisation with Continuous Approximations ICML 2017 Multi-Information Source Optimization NeurIPS 2017 Gaussian Process Bandit Optimisation with Multi-fidelity Evaluations NeurIPS 2016