Research output per year
Research output per year
Personal profile
Artistic and research interests
Arno Solin is an Assistant Professor at Aalto University, specializing in artificial intelligence and machine learning with a focus on uncertainty quantification, robustness, and scalable inference. His research has been widely recognized, with over 70 peer-reviewed publications in top-tier venues in machine learning, earning multiple Best Paper Awards. Professor Solin is an ELLIS Scholar in the European Laboratory for Learning and Intelligent Systems, the pan-European AI network of excellence.
In addition to his research, Professor Solin is actively involved in teaching and academic leadership. He developed and teaches the popular 'Introduction to Artificial Intelligence' course at Aalto University. He has been recognized for his teaching excellence with several awards, including the 'Teacher of the Year' in his department. Beyond the classroom, he plays a key role in shaping the future of AI education in Finland as the Director of the Finnish Doctoral Program Network in Artificial Intelligence (AI-DOC) and through his involvement with the Finnish Center for AI (FCAI).
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, Aalto University
Award Date: 20 Apr 2016
Master's degree, Engineering and Technology, Aalto University
Award Date: 13 Jun 2012
Bachelor's degree, Engineering and Technology, Aalto University
Award Date: 15 Jun 2011
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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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Physics-Informed Variational State-Space Gaussian Processes
Hamelijnck, O., Solin, A. & Damoulas, T., 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., (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 -
Exploiting Hankel-Toeplitz Structures for Fast Computation of Kernel Precision Matrices
Viset , F., Kullberg, A., Wesel, F. & Solin, A., Jul 2024, (E-pub ahead of print) In: Transactions on Machine Learning Research. 21 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
Fixing Overconfidence in Dynamic Neural Networks
Meronen, L., Trapp, M., Pilzer, A., Yang, L. & Solin, A., 3 Jan 2024, Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024. IEEE, p. 2668-2678 11 p. (IEEE Winter Conference on Applications of Computer Vision).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access5 Citations (Scopus) -
FUNCTION-SPACE PARAMETERIZATION OF NEURAL NETWORKS FOR SEQUENTIAL LEARNING
Scannell, A., Mereu, R., Chang, P., Tamir, E., Pajarinen, J. & Solin, A., 2024, 12th International Conference on Learning Representations (ICLR 2024). Curran Associates Inc., 29 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access2 Citations (Scopus) -
Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion
Seiskari, O., Ylilammi, J., Kaatrasalo, V., Rantalankila, P., Turkulainen, M., Kannala, J., Rahtu, E. & Solin, A., 1 Nov 2024, Computer Vision – ECCV 2024 : 18th European Conference, Milan, Italy, September 29–October 4, 2024, Proceedings, Part LXXI. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (eds.). Springer, p. 160-177 (Lecture Notes in Computer Science; vol. 15129).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access2 Citations (Scopus)
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Solin Arno AT-kulut jatko: Probabilistic principles for latent space exploration in deep learning
Solin, A. (Principal investigator)
01/09/2024 → 31/08/2026
Project: Academy of Finland: Other research funding
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BERMUDA Solin: BERMUDA : Spatial Artificial Intelligence for Visual Geometry and Immersion
Solin, A. (Principal investigator)
01/09/2024 → 31/08/2028
Project: Academy of Finland: Other research funding
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-: Finnish Center for Artificial Intelligence
Solin, A. (Principal investigator)
01/01/2023 → 31/12/2026
Project: Academy of Finland: Other research funding
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-: Finnish Center for Artificial Intelligence
Solin, A. (Principal investigator)
01/01/2023 → 31/12/2026
Project: Academy of Finland: Other research funding
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Solin Arno /AoF Fellow Salary: Probabilistic principles for latent space exploration in deep learning
Solin, A. (Principal investigator)
01/09/2021 → 31/08/2026
Project: Academy of Finland: Other research funding
Datasets
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VictoriaLyu/gpstuff: Evaluating Gaussian Process Metamodels and Sequential Designs for Noisy Level Set Estimation V1
Vehtari, A. (Creator), Vanhatalo, J. (Creator), Sivula, T. (Creator), Solin, A. (Creator), Siivola, E. (Creator), Hartmann, M. (Creator), Steinhart, J. (Creator) & Karikomi, M. (Creator), Zenodo, 2021
DOI: 10.5281/zenodo.4579993, https://zenodo.org/record/4579994
Dataset: Software or code
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Deep Automodulators
Heljakka, A. (Creator), Hou, Y. (Creator), Kannala, J. (Creator) & Solin, A. (Creator), Zenodo, 2020
DOI: 10.5281/zenodo.4298893, https://doi.org/10.5281/zenodo.4298894 and 2 more links, https://arxiv.org/abs/1912.10321, https://github.com/AaltoVision/automodulator (show fewer)
Dataset
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Pioneer Networks: Progressively Growing Generative Autoencoder
Ari, H. (Creator), Solin, A. (Creator) & Kannala, J. (Creator), Zenodo, 2018
DOI: 10.5281/zenodo.1455187, https://zenodo.org/api/records/1455188
Dataset
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Unstructured multi-view depth estimation using mask-based multiplane representation
Hou, Y. (Creator), Solin, A. (Creator) & Kannala, J. (Creator), Zenodo, 2019
DOI: 10.5281/zenodo.2628419, https://zenodo.org/api/records/2628420
Dataset
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Data for NeurIPs 2021 submission: Spatio-Temporal Variational Gaussian Processes
Hamelijnck, O. (Creator), Wilkinson, W. (Creator), Loppi, N. A. (Creator), Solin, A. (Creator) & Damoulas, T. (Creator), Zenodo, 2021
DOI: 10.5281/zenodo.4531303, https://zenodo.org/record/4531304
Dataset
Prizes
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Best Paper Award
Malmi, E. (Recipient), Solin, A. (Recipient) & Gionis, A. (Recipient), 16 Feb 2018
Prize: Award or honor granted for a specific work
File -
Best Paper Award at FUSION 2018
Solin, A. (Recipient), 12 Jul 2018
Prize: Award or honor granted for a specific work
File -
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Activities
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Workshop on Uncertainty Quantification for Computer Vision
Pilzer, A. (Organiser), Trapp, M. (Organiser), Solin, A. (Organiser) & Campbell, N. (Organiser)
3 Oct 2023Activity: Participating in or organising an event types › Organization of a workshop, panel, session, tutorial or event
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On practical inference and learning in dynamical systems
Solin, A. (Speaker)
16 Aug 2022Activity: Talk or presentation types › Invited academic talk
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International Conference on Artificial Intelligence and Statistics
Solin, A. (Member)
29 Mar 2022Activity: Participating in or organising an event types › Chair of a conference, workshop, panel, session, tutorial or event
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Anton Kullberg
Solin, A. (Host)
3 Sept 2022 → 17 Dec 2022Activity: Hosting a visitor types › Hosting an academic visitor
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Gaussian Processes
Solin, A. (Speaker) & Hensman, J. (Speaker)
13 Aug 2022Activity: Talk or presentation types › Invited academic talk
Press/Media
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”Onko mitään järkeä kysyä kielimallilta mitä syödä aamiaiseksi, jos tämä kuluttaa valtavasti energiaa?” – Miten Deepseekin tehokkuus syntyy?
17/02/2025
1 item of Media coverage
Press/Media: Media appearance
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Eurooppalaisia arvoja edustava tekoälymalli tulisi kouluttaa Euroopassa, sanoo suomalainen asiantuntija
11/02/2025
1 item of Media coverage
Press/Media: Media appearance
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Näin poikkeuksellinen oli tekoälyosakkeiden romahdus
28/01/2025
1 item of Media coverage
Press/Media: Media appearance
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Tekoälyosakkeet rytisevät alas – syynä kiinalaisyhtiö
27/01/2025
1 item of Media coverage
Press/Media: Media appearance