Research output per year
Research output per year
Personal profile
Artistic and research interests
My main webpage is at https://kaski-lab.com
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
Doctoral degree, Engineering and Technology, Helsinki University of Technology
Award Date: 22 Apr 1997
Master's degree, Engineering and Technology, Helsinki University of Technology
Award Date: 9 Mar 1993
Keywords
- machine learning
- probabilistic modelling
- artificial intelligence
- bioinformatics
- computational medicine
- user interaction
- brain signal analysis
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Amortized Bayesian Experimental Design for Decision-Making
Huang, D., Guo, Y., Acerbi, L. & Kaski, S., 2025, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Curran Associates Inc., 20 p. (Advances in Neural Information Processing Systems; vol. 37).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
Amortized Probabilistic Conditioning for Optimization, Simulation and Inference
Chang, P. E., Loka, N., Huang, D., Remes, U., Kaski, S. & Acerbi, L., 2025, Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) 2025. JMLR, p. 703-711 9 p. (Proceedings of Machine Learning Research; vol. 258).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
Balancing Imbalanced Toxicity Models : Using MolBERT with Focal Loss
Masood, M. A., Kaski, S., Ceulemans, H., Herman, D. & Heinonen, M., 2025, AI in Drug Discovery - 1st International Workshop, AIDD 2024, Held in Conjunction with ICANN 2024, Proceedings. Clevert, D.-A., Wand, M., Schmidhuber, J., Malinovská, K. & Tetko, I. V. (eds.). Springer, p. 82-97 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14894 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile98 Downloads (Pure) -
Cost-aware simulation-based inference
Bharti, A., Huang, D., Kaski, S. & Briol, F. X., 2025, Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) 2025. JMLR, p. 28-36 9 p. (Proceedings of Machine Learning Research; vol. 258).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
DroneDiffusion : Robust Quadrotor Dynamics Learning with Diffusion Models
Das, A., Yadav, R. D., Sun, S., Sun, M., Kaski, S. & Pan, W., Sept 2025, 2025 IEEE International Conference on Robotics and Automation, ICRA 2025. Ott, C., Admoni, H., Behnke, S., Bogdan, S., Bolopion, A., Choi, Y., Ficuciello, F., Gans, N., Gosselin, C., Harada, K., Kayacan, E., Kim, H. J., Leutenegger, S., Liu, Z., Maiolino, P., Marques, L., Matsubara, T., Mavromatti, A., Minor, M., O'Kane, J., Park, H. W., Park, H.-W., Rekleitis, I., Renda, F., Ricci, E., Riek, L. D., Sabattini, L., Shen, S., Sun, Y., Wieber, P.-B., Yamane, K. & Yu, J. (eds.). IEEE, p. 1604-1610 7 p. (Proceedings - IEEE International Conference on Robotics and Automation).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access
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ELLIOT: European large open multimodal foundation models for scalable robust generalisation
Kaski, S. (Principal investigator)
01/07/2025 → 30/06/2029
Project: EU_HEFWP
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LAIF Service Center: LUMI AI Factory
Kaski, S. (Principal investigator), Ferranti, L. (Project Member), Luong, N. (Project Member), Hernandez Leon, P. (Project Member) & Merz, S. (Project Member)
01/03/2025 → 29/02/2028
Project: EU_HEFWP
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FinBioFAB/Kaski S.: FinBioFAB Suomen Biovalimo The Finnish BioFoundry for Advanced Biomanufacturing
Kaski, S. (Principal investigator) & Zhang, X. (Project Member)
01/01/2025 → 31/12/2029
Project: RCF Other
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-: FCAI Flagship 2, 2025-2026, FCAI
Kaski, S. (Principal investigator), Hämäläinen, J. (Principal investigator), Varshney, S. (Project Member), Sinaga, M. (Project Member), Turkulainen, M. (Project Member), Gröhn, T. (Project Member), Müller, A. (Project Member), Zhao, G. (Project Member), Nikitin, A. (Project Member), Mentu, S. (Project Member), Pouplin, A. (Project Member), Kallioinen, N. (Project Member), Katt, S. (Project Member), Kujanpää, K. (Project Member), Kim, N. H. (Project Member), Zhang, L. (Project Member), Alakuijala, M. (Project Member), Huang, D. (Project Member), Shaw, E. (Project Member), John, T. (Project Member), Vali, M. H. (Project Member), RahimiNasab, Z. (Project Member), Saif, A. (Project Member), Martin, O. (Project Member), Riha, A. (Project Member) & Karczewski, R. (Project Member)
01/01/2025 → 31/12/2026
Project: RCF Flagship
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-: FCAI Flagship 2, 2025-2026, v2
Hämäläinen, J. (Principal investigator) & Kaski, S. (Principal investigator)
01/01/2025 → 31/12/2026
Project: RCF Flagship
Datasets
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Connectomes of phase-synchronization generated by Wilson-Cowan network model
Williams, N. (Contributor), Toselli, B. (Creator), Siebenhühner, F. (Contributor), Palva, S. (Creator), Arnulfo, G. (Creator), Kaski, S. (Contributor) & Palva, M. (Contributor), Mendeley Data, 6 Aug 2021
DOI: 10.17632/bgs7w9z24h.2, https://data.mendeley.com/datasets/bgs7w9z24h
Dataset
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Identification of multiplicatively acting modulatory mutational signatures in cancer
Kičiatovas, D. (Creator), Guo, Q. (Creator), Kailas, M. (Creator), Pesonen, H. (Creator), Corander, J. (Creator), Kaski, S. (Creator), Pitkänen, E. (Creator) & Mustonen, V. (Creator), figshare, 13 Apr 2023
DOI: 10.6084/m9.figshare.c.6579047, https://springernature.figshare.com/collections/Identification_of_multiplicatively_acting_modulatory_mutational_signatures_in_cancer/6579047
Dataset
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Human-in-the-loop assisted de novo molecular design
Sundin, I. (Creator), Voronov, A. (Creator), Xiao, H. (Creator), Papadopoulos, K. (Creator), Bjerrum, E. J. (Creator), Heinonen, M. (Creator), Patronov, A. (Creator), Kaski, S. (Creator) & Engkvist, O. (Creator), figshare, 13 Aug 2024
DOI: 10.6084/m9.figshare.c.6582620, https://springernature.figshare.com/collections/Human-in-the-loop_assisted_de_novo_molecular_design/6582620
Dataset
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Human-in-the-loop active learning for goal-oriented molecule generation
Nahal, Y. (Creator), Menke, J. (Creator), Martinelli, J. (Creator), Heinonen, M. (Creator), Kabeshov, M. (Creator), Janet, J. P. (Creator), Nittinger, E. (Creator), Engkvist, O. (Creator) & Kaski, S. (Creator), figshare, 10 Dec 2024
DOI: 10.6084/m9.figshare.c.7577679.v1, https://springernature.figshare.com/collections/Human-in-the-loop_active_learning_for_goal-oriented_molecule_generation/7577679/1
Dataset
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Biological constraints for parameter values of large-scale biologically plausible human Neuroscience models
Williams, N. (Creator), Ojanperä, A. (Contributor), Siebenhühner, F. (Contributor), Toselli, B. (Contributor), Palva, S. (Contributor), Arnulfo, G. (Contributor), Kaski, S. (Contributor) & Palva, M. (Contributor), Mendeley Data, 6 Feb 2023
DOI: 10.17632/5kgw7ssbpx.1, https://data.mendeley.com/datasets/5kgw7ssbpx
Dataset
Prizes
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Aalto SCI Award 2018 for Innovation of the year
Kaski, S. (Recipient), 2018
Prize: Award or honor granted for a specific work
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Academy Professor
Kaski, S. (Recipient), 2016
Prize: Award or honor granted for academic or artistic career
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Member of Finnish Academy of Science and Letters
Kaski, S. (Recipient), 2017
Prize: Award or honor granted for academic or artistic career
Activities
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The Finnish AI Landscape
Kaski, S. (Speaker)
2025Activity: Talk or presentation types › Academic keynote or plenary lecture
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Tekoäly ja tulevaisuus
Kaski, S. (Speaker)
2024Activity: Talk or presentation types › Public talk to non-academic audience (public outreach)
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Alustus valtioneuvoston esikuntaverkoston työpajassa
Kaski, S. (Speaker)
20 Mar 2024Activity: Talk or presentation types › Public talk to non-academic audience (public outreach)
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Tiedematinea: miten tekoäly muuttaa tiedettä
Kaski, S. (Speaker)
2024Activity: Talk or presentation types › Invited academic talk
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AI&UK - miten terveydenhuolto voi hyötyä tekoälytutkimuksesta
Kaski, S. (Speaker)
2024Activity: Talk or presentation types › Public talk to non-academic audience (public outreach)
Press/Media
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Suomi ja Sarlin satsasivat uuteen tekoälyinstituuttiin – Toiveiden ristiriita näkyy tutkimuksen ja tuotekehityksen rajalla
17/11/2025
1 item of Media coverage
Press/Media: Media appearance
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VTT joined the Finnish ELLIS Institute
15/09/2025
1 item of Media coverage
Press/Media: Media appearance
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Aalto-yliopiston professori: Näin tekoälyyn jokaisen kannattaa varautua
10/08/2025
1 item of Media coverage
Press/Media: Media appearance
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Samuel Kaski sai ERC:n viisivuotisen apurahan
25/06/2025
1 item of Media coverage
Press/Media: Media appearance
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Suomalaiselle tekoälytutkimukselle jättilahjoitus
18/01/2025
1 item of Media coverage
Press/Media: Media appearance