Publications

Daolang Huang, Ayush Bharti, Amauri Souza, Luigi Acerbi, Samuel Kaski (2024). Learning Robust Statistics for Simulation-based Inference under Model Misspecification. In NeurIPS 2023.

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Sophie Wharrie, Zhiyu Yang, Andrea Ganna, Samuel Kaski (2023). Characterizing personalized effects of family information on disease risk using graph representation learning. In MLHC 2023.

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Arto Klami, Theodoros Damoulas, Ola Engkvist, Patrick Rinke, Samuel Kaski (2023). Virtual laboratories: Transforming research with AI.

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Alexander Aushev, Aini Putkonen, Grégoire Clarté, Suyog Chandramouli, Luigi Acerbi, Samuel Kaski, Andrew Howes (2023). Online Simulator-Based Experimental Design for Cognitive Model Selection. Computational Brain & Behavior.

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Timur Garipov, Sebastiaan De Peuter, Ge Yang, Vikas Garg, Samuel Kaski, Tommi Jaakkola (2023). Compositional Sculpting of Iterative Generative Processes. In NeurIPS 2023.

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Ossi Räisä, Joonas Jälkö, Samuel Kaski, Antti Honkela (2023). Noise-Aware Statistical Inference with Differentially Private Synthetic Data. In AISTATS 2023.

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Alex Hämäläinen, Mustafa Mert Çelikok, Samuel Kaski (2023). Differentiable user models. In UAI 2023.

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Sebastiaan De Peuter, Samuel Kaski (2023). Zero-shot assistance in sequential decision problems. In AAAI 2023.

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Sebastiaan De Peuter, Antti Oulasvirta, Samuel Kaski (2023). Toward AI assistants that let designers design. AI Magazine.

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Iiris Sundin, Alexey Voronov, Haoping Xiao, Kostas Papadopoulos, Esben Jannik Bjerrum, Markus Heinonen, Atanas Patronov, Samuel Kaski, Ola Engkvist (2022). Human-in-the-loop assisted de novo molecular design. Journal of Cheminformatics.

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Owen Thomas, Ritabrata Dutta, Jukka Corander, Samuel Kaski, Michael U. Gutmann (2022). Likelihood-Free Inference by Ratio Estimation. Bayesian Analysis, 17.

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Trung Q Trinh, Markus Heinonen, Luigi Acerbi, Samuel Kaski (2022). Tackling covariate shift with node-based Bayesian neural networks. In ICML 2022.

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Daniel A. De Souza, Diego Mesquita, Samuel Kaski, Luigi Acerbi (2022). Parallel MCMC Without Embarrassing Failures. In ICML 2022.

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Manuel Haussmann, Tran Minh Son Le, Viivi Halla-Aho, Samu Kurki, Jussi Leinonen, Miika Koskinen, Samuel Kaski, Harri Lähdesmäki (0001). Estimating treatment effects from single-arm trials via latent-variable modeling. In AISTATS 2024.

PDF Cite DOI A new way to do controlled experiments in medicine: simulate the control