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Conservative Policy Construction Using Variational Autoencoders for Logged Data with Missing Values



Mahed Abroshan , Kai Hou Yip , Cem Tekin , Mihaela van der Schaar


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Peeking inside the Black Box: Interpreting Deep Learning Models for Exoplanet Atmospheric Retrievals



Kai Hou Yip , Quentin Changeat , Nikolaos Nikolaou , Mario Morvan , Billy Edwards , Ingo P. Waldmann , Giovanna Tinetti

* 30 pages, 22 figures. submitted to ApJ 

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Lessons Learned from the 1st ARIEL Machine Learning Challenge: Correcting Transiting Exoplanet Light Curves for Stellar Spots



Nikolaos Nikolaou , Ingo P. Waldmann , Angelos Tsiaras , Mario Morvan , Billy Edwards , Kai Hou Yip , Giovanna Tinetti , Subhajit Sarkar , James M. Dawson , Vadim Borisov , Gjergji Kasneci , Matej Petkovic , Tomaz Stepisnik , Tarek Al-Ubaidi , Rachel Louise Bailey , Michael Granitzer , Sahib Julka , Roman Kern , Patrick Ofner , Stefan Wagner , Lukas Heppe , Mirko Bunse , Katharina Morik

* 20 pages, 7 figures, 2 tables, Submitted to The Astrophysics Journal (ApJ) 

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