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A Simple and Fast Baseline for Tuning Large XGBoost Models



Sanyam Kapoor , Valerio Perrone

* Technical Report 

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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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A multi-objective perspective on jointly tuning hardware and hyperparameters



David Salinas , Valerio Perrone , Olivier Cruchant , Cedric Archambeau


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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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Lexical semantic change for Ancient Greek and Latin



Valerio Perrone , Simon Hengchen , Marco Palma , Alessandro Vatri , Jim Q. Smith , Barbara McGillivray

* To appear in: Nina Tahmasebi, Lars Borin, Adam Jatowt, Yang Xu, Simon Hengchen (eds). Computational Approaches to Semantic Change. Berlin: Language Science Press. [preliminary page numbering] 

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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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Pareto-efficient Acquisition Functions for Cost-Aware Bayesian Optimization



Gauthier Guinet , Valerio Perrone , Cédric Archambeau

* 11 pages, 9 figures, 4th Workshop on Meta-Learning at NeurIPS 2020 

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Fair Bayesian Optimization



Valerio Perrone , Michele Donini , Krishnaram Kenthapadi , Cédric Archambeau


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Cost-aware Bayesian Optimization



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


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