Research output per year
Research output per year
Personal profile
Artistic and research interests
Arno Solin is an Associate Professor (tenured) 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).
Education/Academic qualification
Doctoral degree, Engineering and Technology
Award Date: 20 Apr 2016
Master's degree, Engineering and Technology
Award Date: 13 Jun 2012
Bachelor's degree, Engineering and Technology
Award Date: 15 Jun 2011
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):
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SDG 10 Reduced Inequalities
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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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Privacy Leakage via Output Label Space and Differentially Private Continual Learning
Tobaben, M., Alrawajfeh, T., Klasson, M., Heikkilä, M., Solin, A. & Honkela, A., Aug 2026, In: Transactions on Machine Learning Research. 2026, 8, 46 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
Sequential Causal Discovery with Noisy Language Model Priors
Verma, P., Arbour, D., Choudhary, S., Chopra, H., Solin, A. & Sinha, A. R., May 2026, In: Transactions on Machine Learning Research. 2026, May, p. 1-18 18 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile10 Downloads (Pure) -
Approximate Bayesian Inference via Bitstring Representations
Sladek, A., Trapp, M. & Solin, A., 2025, In: Proceedings of Machine Learning Research. 286, p. 3939-3948 10 p.Research output: Contribution to journal › Conference article › Scientific › peer-review
Open AccessFile17 Downloads (Pure) -
Compressing 3D Gaussian Splatting by Noise-Substituted Vector Quantization
Wang, H., Vali, M. H. & Solin, A., Jun 2025, Image Analysis - 23rd Scandinavian Conference, SCIA 2025, Reykjavik, Iceland, June 23–25, 2025, Proceedings, Part I. Petersen, J. & Dahl, V. A. (eds.). Springer, Vol. 1. p. 338-352 15 p. (Lecture Notes in Computer Science; vol. 15725 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access -
DeSplat: Decomposed Gaussian Splatting for Distractor-Free Rendering
Wang, Y., Klasson, M., Turkulainen, M., Wang, S., Kannala, J. & Solin, A., 2025, 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). IEEE, p. 722-732 11 p. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition).Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open Access5 Citations (Scopus)
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BERMUDA Solin: BERMUDA : Spatial Artificial Intelligence for Visual Geometry and Immersion
Solin, A. (Principal investigator), Wang, Y. (Project Member), Tamir, E. (Project Member) & Li, R. (Project Member)
01/09/2024 → 31/08/2028
Project: RCF Academy Project
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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 AT-kulut jatko: Probabilistic principles for latent space exploration in deep learning
Solin, A. (Principal investigator), Verma, P. (Project Member), Li, R. (Project Member) & Wang, H. (Project Member)
01/09/2024 → 31/08/2026
Project: RCF Academy Research Fellow: Research costs
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RIKEN /Solin: New Lifelong Learning methods by Combining Deep Learning with Gaussian Process
Solin, A. (Principal investigator)
01/07/2022 → 31/03/2023
Project: Unknown
Datasets
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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, 10 Feb 2021
DOI: 10.5281/zenodo.4531303, https://zenodo.org/record/4531304
Dataset
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Deep Automodulators
Heljakka, A. (Creator), Hou, Y. (Creator), Kannala, J. (Creator) & Solin, A. (Creator), Zenodo, 11 Jun 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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ADVIO: An Authentic Dataset for Visual-Inertial Odometry
Cortes Reina, S. (Creator), Solin, A. (Creator), Rahtu, E. (Creator) & Kannala, J. (Creator), Zenodo, 25 Jul 2018
DOI: 10.5281/zenodo.1320824, https://github.com/AaltoVision/ADVIO and one more link, https://zenodo.org/record/1476931 (show fewer)
Dataset
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Pioneer Networks: Progressively Growing Generative Autoencoder
Ari, H. (Creator), Solin, A. (Creator) & Kannala, J. (Creator), Zenodo, 10 Oct 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, 4 Apr 2019
DOI: 10.5281/zenodo.2628419, https://zenodo.org/api/records/2628420
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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Danish Data Science Academy (External organisation)
Solin, A. (Member)
2022 → 2023Activity: Memberships (typically long-term positions of trust) › Position of trust in an academic community
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Vetenskapsrådet (External organisation)
Solin, A. (Member)
2022Activity: Memberships (typically long-term positions of trust) › Position of trust in an academic community
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On the link between neural networks and stationary Gaussian process priors
Solin, A. (Speaker)
8 Feb 2022Activity: Talk or presentation types › Invited academic talk
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ELLIS Theory Programme Workshop
Solin, A. (Member)
21 Jun 2022Activity: Participating in or organising an event types › Chair of a conference, workshop, panel, session, tutorial or event
Press/Media
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HUSin tietohallintojohtaja tekoälyriskeistä: Nukumme yömme hyvin
25/09/2026
1 item of Media coverage
Press/Media: Media appearance
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Professori Open AI:n Australia-murrosta: ”Jos olisin HUSin tietoturvavastaava, en välttämättä nukkuisi kovin hyvin”
24/09/2026
1 item of Media coverage
Press/Media: Media appearance
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Kolme uhkakuvaa: näin tekoäly tuhoaisi meidät
20/09/2026
1 item of Media coverage
Press/Media: Media appearance
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Analyysi: Tekoälyjohtajat varoittavat ihmiskunnan tuhosta – mutta onko kyse pelosta vai politiikasta?
13/09/2026
1 item of Media coverage
Press/Media: Media appearance
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Därför varnar tunga AI-namn för att mänskligheten kan utplånas
13/09/2026
1 item of Media coverage
Press/Media: Media appearance