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Online Simulator-Based Experimental Design for Cognitive Model Selection
The problem of model selection with a limited number of experimental trials has received considerable attention in cognitive science, …
Alexander Aushev, Aini Putkonen, Grégoire Clarté, Suyog Chandramouli, Luigi Acerbi, Samuel Kaski, Andrew Howes
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Toward AI assistants that let designers design
We need to rethink how we assist designers with artificial intelligence (AI). AI should aim to cooperate, not automate, by supporting …
Sebastiaan De Peuter, Antti Oulasvirta, Samuel Kaski
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Human-in-the-loop assisted de novo molecular design
A de novo molecular design workflow can be used together with technologies such as reinforcement learning to navigate the chemical …
Iiris Sundin, Alexey Voronov, Haoping Xiao, Kostas Papadopoulos, Esben Jannik Bjerrum, Markus Heinonen, Atanas Patronov, Samuel Kaski, Ola Engkvist
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Likelihood-Free Inference by Ratio Estimation
We consider the problem of parametric statistical inference when likelihood computations are prohibitively expensive but sampling from …
Owen Thomas, Ritabrata Dutta, Jukka Corander, Samuel Kaski, Michael U. Gutmann
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