Kyrki, Ville

12 publications

CVPR 2025 From AlexNet to Transformers: Measuring the Non-Linearity of Deep Neural Networks with Affine Optimal Transport Quentin Bouniot, Ievgen Redko, Anton Mallasto, Charlotte Laclau, Oliver Struckmeier, Karol Arndt, Markus Heinonen, Ville Kyrki, Samuel Kaski

CLeaR 2025 Transfer Learning in Latent Contextual Bandits with Covariate Shift Through Causal Transportability Mingwei Deng, Ville Kyrki, Dominik Baumann

CoRL 2024 Enhancing Visual Domain Robustness in Behaviour Cloning via Saliency-Guided Augmentation Zheyu Zhuang, Ruiyu Wang, Nils Ingelhag, Ville Kyrki, Danica Kragic

ICMLW 2024 From AlexNet to Transformers: Measuring the Non-Linearity of Deep Neural Networks with Affine Optimal Transport Quentin Bouniot, Ievgen Redko, Anton Mallasto, Charlotte Laclau, Oliver Struckmeier, Karol Arndt, Markus Heinonen, Ville Kyrki, Samuel Kaski

CoRL 2024 Learning Transparent Reward Models via Unsupervised Feature Selection Daulet Baimukashev, Gokhan Alcan, Kevin Sebastian Luck, Ville Kyrki

MLJ 2023 Autoencoding Slow Representations for Semi-Supervised Data-Efficient Regression Oliver Struckmeier, Kshitij Tiwari, Ville Kyrki

AAAI 2023 Co-Imitation: Learning Design and Behaviour by Imitation Chang Rajani, Karol Arndt, David Blanco Mulero, Kevin Sebastian Luck, Ville Kyrki

TMLR 2023 ILPO-MP: Mode Priors Prevent Mode Collapse When Imitating Latent Policies from Observations Oliver Struckmeier, Ville Kyrki

TMLR 2023 Learning Representations That Are Closed-Form Monge Mapping Optimal with Application to Domain Adaptation Oliver Struckmeier, Ievgen Redko, Anton Mallasto, Karol Arndt, Markus Heinonen, Ville Kyrki

NeurIPSW 2022 Co-Imitation: Learning Design and Behaviour by Imitation Chang Rajani, Karol Arndt, David Blanco-Mulero, Kevin Sebastian Luck, Ville Kyrki

JMLR 2022 Training and Evaluation of Deep Policies Using Reinforcement Learning and Generative Models Ali Ghadirzadeh, Petra Poklukar, Karol Arndt, Chelsea Finn, Ville Kyrki, Danica Kragic, Mårten Björkman

AAAI 2016 Sparse Latent Space Policy Search Kevin Sebastian Luck, Joni Pajarinen, Erik Berger, Ville Kyrki, Heni Ben Amor