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Learning to Play Imperfect-Information Games by Imitating an Oracle Planner


Dec 22, 2020
Rinu Boney, Alexander Ilin, Juho Kannala, Jarno Seppänen


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Regularizing Model-Based Planning with Energy-Based Models


Oct 12, 2019
Rinu Boney, Juho Kannala, Alexander Ilin

* Conference on Robot Learning 2019 

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Regularizing Trajectory Optimization with Denoising Autoencoders


Mar 28, 2019
Rinu Boney, Norman Di Palo, Mathias Berglund, Alexander Ilin, Juho Kannala, Antti Rasmus, Harri Valpola


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Semi-Supervised and Active Few-Shot Learning with Prototypical Networks


Apr 25, 2018
Rinu Boney, Alexander Ilin


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Recurrent Ladder Networks


Dec 18, 2017
Isabeau Prémont-Schwarz, Alexander Ilin, Tele Hotloo Hao, Antti Rasmus, Rinu Boney, Harri Valpola

* 9 pages, 9 figures, 7-page appendix, fixed fig 9 (c) 

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Linear State-Space Model with Time-Varying Dynamics


Oct 03, 2014
Jaakko Luttinen, Tapani Raiko, Alexander Ilin

* Machine Learning and Knowledge Discovery in Databases. Lecture Notes in Computer Science Volume 8725, 2014, pp 338-353 
* The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-662-44851-9_22 

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