Mikkola, Petrus

8 publications

NeurIPS 2024 Non-Geodesically-Convex Optimization in the Wasserstein Space Hoang Phuc Hau Luu, Hanlin Yu, Bernardo Williams, Petrus Mikkola, Marcelo Hartmann, Kai Puolamäki, Arto Klami
NeurIPS 2024 Preferential Normalizing Flows Petrus Mikkola, Luigi Acerbi, Arto Klami
TMLR 2024 Targeted Active Learning for Bayesian Decision-Making Louis Filstroff, Iiris Sundin, Petrus Mikkola, Aleksei Tiulpin, Juuso Kylmäoja, Samuel Kaski
ICMLW 2023 Augmenting Bayesian Optimization with Preference-Based Expert Feedback Daolang Huang, Louis Filstroff, Petrus Mikkola, Runkai Zheng, Milica Todorovic, Samuel Kaski
ECML-PKDD 2023 Cooperative Bayesian Optimization for Imperfect Agents Ali Khoshvishkaie, Petrus Mikkola, Pierre-Alexandre Murena, Samuel Kaski
AISTATS 2023 Multi-Fidelity Bayesian Optimization with Unreliable Information Sources Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski
NeurIPSW 2022 More Trustworthy Bayesian Optimization of Materials Properties by Adding Human into the Loop Armi Tiihonen, Louis Filstroff, Petrus Mikkola, Emma Lehto, Samuel Kaski, Milica Todorović, Patrick Rinke
ICML 2020 Projective Preferential Bayesian Optimization Petrus Mikkola, Milica Todorović, Jari Järvi, Patrick Rinke, Samuel Kaski