Published in UAI, 2025
Opens doors towards coping with negative transfer.
Recommended citation: Sabina J. Sloman, Julien Martinelli, Samuel Kaski (2025) "Proxy-informed Bayesian transfer learning with unknown sources," in Proc. UAI 2025, accepted for publication.
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Published in NeurIPS, 2024
Amortized experimental design for a downstream decision-making utility.
Recommended citation: Daolang Huang, Yujia Guo, Luigi Acerbi, Samuel Kaski (2024) "Amortized Bayesian experimental design for decision-making," in Advances in Neural Information Processing Systems 37:109460-109486. Curran Associates, Inc.
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Published in NeurIPS, 2024
Better results in expert-in-the-loop tasks with an amortized cognitive model.
Recommended citation: Sebastiaan De Peuter, Shibei Zhu, Yujia Guo, Andrew Howes, Samuel Kaski (2024) " Preference learning of latent decision utilities with a human-like model of preferential choice," in Advances in Neural Information Processing Systems 37:123608-123636. Curran Associates, Inc.
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Published in Bayesian Analysis, 2024
How to do meta-analysis when researchers have published posterior distributions of their models.
Recommended citation: Paul Blomstedt, Diego Mesquita, Omar Rivasplata, Jarno Lintusaari, Tuomas Sivula, Jukka Corander, Samuel Kaski (2024) "Meta-Analysis of Bayesian Analyses." Bayesian Analysis. Advance publication.
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Published in Data-Centric Engineering, 2024
The concept of virtual laboratories gives a new perspective to how AI and domain scientists can together produce better science.
Recommended citation: Klami A, Damoulas T, Engkvist O, Rinke P, Kaski S. (2024) "Virtual laboratories: transforming research with AI." Data-Centric Engineering 5:e19.
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Published in NeurIPS, 2023
Opens doors to defining compositions of iterative generative processes and sampling from these compositions.
Recommended citation: Timur Garipov, Sebastiaan De Peuter, Ge Yang, Vikas Garg, Samuel Kaski, Tommi Jaakkola (2023) "Compositional sculpting of iterative generative processes," in Advances in Neural Information Processing Systems 36:12665-12702. Curran Associates, Inc.
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Published in AI magazine, 2023
Opens doors to AI assistance in design, instead of automation of design.
Recommended citation: Sebastiaan De Peuter, Antti Oulasvirta, Samuel Kaski. (2023) "Toward AI assistants that let designers design." AI magazine 44(1):85-96.
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