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Samuel Kaski

Aalto University, University of Manchester

Bayesian Optimization Augmented with Actively Elicited Expert Knowledge


Aug 18, 2022
Daolang Huang, Louis Filstroff, Petrus Mikkola, Runkai Zheng, Samuel Kaski


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Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations


Jun 23, 2022
Alexander Nikitin, Samuel Kaski


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Tackling covariate shift with node-based Bayesian neural networks


Jun 06, 2022
Trung Trinh, Markus Heinonen, Luigi Acerbi, Samuel Kaski

* Published at ICML 2022. Code is available at https://github.com/AaltoPML/node-BNN-covariate-shift 

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Noise-Aware Statistical Inference with Differentially Private Synthetic Data


May 28, 2022
Ossi Räisä, Joonas Jälkö, Samuel Kaski, Antti Honkela

* 20 pages, 8 figures 

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Best-Response Bayesian Reinforcement Learning with Bayes-adaptive POMDPs for Centaurs


Apr 03, 2022
Mustafa Mert Çelikok, Frans A. Oliehoek, Samuel Kaski

* This paper is presented in part at the International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS) 2022 

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Parallel MCMC Without Embarrassing Failures


Mar 29, 2022
Daniel Augusto de Souza, Diego Mesquita, Samuel Kaski, Luigi Acerbi

* To appear in the 25th International Conference on Artificial Intelligence and Statistics (AISTATS 2022). For associated code, see https://github.com/spectraldani/pai/ 

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Zero-Shot Assistance in Novel Decision Problems


Feb 15, 2022
Sebastiaan De Peuter, Samuel Kaski

* 14 pages, 9 figures 

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Deconfounded Representation Similarity for Comparison of Neural Networks


Jan 31, 2022
Tianyu Cui, Yogesh Kumar, Pekka Marttinen, Samuel Kaski


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Approximate Bayesian Computation with Domain Expert in the Loop


Jan 28, 2022
Ayush Bharti, Louis Filstroff, Samuel Kaski


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