Collaborative AI

Differentiable user models
Probabilistic user modeling is essential for building machine learning systems in the ubiquitous cases with humans in the loop. …
Alex Hämäläinen, Mustafa Mert Çelikok, Samuel Kaski
PDF Cite
Zero-shot assistance in sequential decision problems
We consider the problem of creating assistants that can help agents solve new sequential decision problems, assuming the agent is not …
Sebastiaan De Peuter, Samuel Kaski
Cite DOI
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
Cite DOI
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
Cite DOI