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Meta-Forecasting by combining Global Deep Representations with Local Adaptation



Riccardo Grazzi , Valentin Flunkert , David Salinas , Tim Januschowski , Matthias Seeger , Cedric Archambeau


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Meta-Forecasting by combining Global DeepRepresentations with Local Adaptation



Riccardo Grazzi , Valentin Flunkert , David Salinas , Tim Januschowski , Matthias Seeger , Cedric Archambeau


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A Nonmyopic Approach to Cost-Constrained Bayesian Optimization



Eric Hans Lee , David Eriksson , Valerio Perrone , Matthias Seeger

* To appear in UAI 2021 

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Overfitting in Bayesian Optimization: an empirical study and early-stopping solution



Anastasia Makarova , Huibin Shen , Valerio Perrone , Aaron Klein , Jean Baptiste Faddoul , Andreas Krause , Matthias Seeger , Cedric Archambeau


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BORE: Bayesian Optimization by Density-Ratio Estimation



Louis C. Tiao , Aaron Klein , Matthias Seeger , Edwin V. Bonilla , Cedric Archambeau , Fabio Ramos

* preprint, under review 

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Amazon SageMaker Autopilot: a white box AutoML solution at scale



Piali Das , Valerio Perrone , Nikita Ivkin , Tanya Bansal , Zohar Karnin , Huibin Shen , Iaroslav Shcherbatyi , Yotam Elor , Wilton Wu , Aida Zolic , Thibaut Lienart , Alex Tang , Amr Ahmed , Jean Baptiste Faddoul , Rodolphe Jenatton , Fela Winkelmolen , Philip Gautier , Leo Dirac , Andre Perunicic , Miroslav Miladinovic , Giovanni Zappella , Cédric Archambeau , Matthias Seeger , Bhaskar Dutt , Laurence Rouesnel


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Amazon SageMaker Automatic Model Tuning: Scalable Black-box Optimization



Valerio Perrone , Huibin Shen , Aida Zolic , Iaroslav Shcherbatyi , Amr Ahmed , Tanya Bansal , Michele Donini , Fela Winkelmolen , Rodolphe Jenatton , Jean Baptiste Faddoul , Barbara Pogorzelska , Miroslav Miladinovic , Krishnaram Kenthapadi , Matthias Seeger , Cédric Archambeau


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Model-based Asynchronous Hyperparameter Optimization



Louis C. Tiao , Aaron Klein , Cedric Archambeau , Matthias Seeger


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Cost-aware Bayesian Optimization



Eric Hans Lee , Valerio Perrone , Cedric Archambeau , Matthias Seeger


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LEEP: A New Measure to Evaluate Transferability of Learned Representations



Cuong V. Nguyen , Tal Hassner , Cedric Archambeau , Matthias Seeger

* 12 pages, 9 figures 

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