Petrus Mikkola

19 papers A* 3A 1Journal 12Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
Consecutive Preferential Bayesian Optimization.
CoRR
Aras Erarslan, Carlos Sevilla-Salcedo, Ville Tanskanen, Anni Nisov, Eero Päiväkumpu, Heikki Aisala, Kaisu Honkapää, Arto Klami, Petrus Mikkola
2025 J jnl
Estimating expert prior knowledge from optimization trajectories.
Neurocomputing
Ville Tanskanen, Petrus Mikkola, Aras Erarslan, Arto Klami
2025 — conf
Normalizing Flow Regression for Bayesian Inference with Offline Likelihood Evaluations.
AABI
Chengkun Li, Bobby Huggins, Petrus Mikkola, Luigi Acerbi
2025 J jnl
Normalizing Flow Regression for Bayesian Inference with Offline Likelihood Evaluations.
CoRR
Chengkun Li, Bobby Huggins, Petrus Mikkola, Luigi Acerbi
2025 J jnl
Score-Based Density Estimation from Pairwise Comparisons.
CoRR
Petrus Mikkola, Luigi Acerbi, Arto Klami
2024 J jnl
Cooperative Bayesian Optimization for Imperfect Agents.
CoRR
Ali Khoshvishkaie, Petrus Mikkola, Pierre-Alexandre Murena, Samuel Kaski
2024 — —
Humans as Information Sources in Bayesian Optimization ; Ihmiset tietolähteenä bayesiläisessä optimoinnissa.
Petrus Mikkola
2024 A* conf
Non-geodesically-convex optimization in the Wasserstein space.
NeurIPS
Hoang Phuc Hau Luu, Hanlin Yu, Bernardo Williams, Petrus Mikkola, Marcelo Hartmann, Kai Puolamäki, Arto Klami
2024 J jnl
Non-geodesically-convex optimization in the Wasserstein space.
CoRR
Hoang Phuc Hau Luu, Hanlin Yu, Bernardo Williams, Petrus Mikkola, Marcelo Hartmann, Kai Puolamäki, Arto Klami
2024 A* conf
Preferential Normalizing Flows.
NeurIPS
Petrus Mikkola, Luigi Acerbi, Arto Klami
2024 J jnl
Preferential Normalizing Flows.
CoRR
Petrus Mikkola, Luigi Acerbi, Arto Klami
2024 J jnl
Targeted Active Learning for Bayesian Decision-Making.
Trans. Mach. Learn. Res.
Louis Filstroff, Iiris Sundin, Petrus Mikkola, Aleksei Tiulpin, Juuso Kylmäoja, Samuel Kaski
2023 — conf
Cooperative Bayesian Optimization for Imperfect Agents.
ECML/PKDD (1)
Ali Khoshvishkaie, Petrus Mikkola, Pierre-Alexandre Murena, Samuel Kaski
2023 A conf
Multi-Fidelity Bayesian Optimization with Unreliable Information Sources.
AISTATS
Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski
2022 J jnl
Bayesian Optimization Augmented with Actively Elicited Expert Knowledge.
CoRR
Daolang Huang, Louis Filstroff, Petrus Mikkola, Runkai Zheng, Samuel Kaski
2022 J jnl
Multi-Fidelity Bayesian Optimization with Unreliable Information Sources.
CoRR
Petrus Mikkola, Julien Martinelli, Louis Filstroff, Samuel Kaski
2021 J jnl
Targeted Active Learning for Bayesian Decision-Making.
CoRR
Louis Filstroff, Iiris Sundin, Petrus Mikkola, Aleksei Tiulpin, Juuso Kylmäoja, Samuel Kaski
2020 A* conf
Projective Preferential Bayesian Optimization.
ICML
Petrus Mikkola, Milica Todorovic, Jari Järvi, Patrick Rinke, Samuel Kaski
2020 J jnl
Projective Preferential Bayesian Optimization.
CoRR
Petrus Mikkola, Milica Todorovic, Jari Järvi, Patrick Rinke, Samuel Kaski