Research output per year
Research output per year
Personal profile
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: 6 Nov 2006
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Dive into the research topics where Alexander Ilin is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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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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Hierarchical Imitation Learning with Vector Quantized Models
Kujanpää, K., Pajarinen, J. & Ilin, A., Jul 2023, Proceedings of the 40th International Conference on Machine Learning. Krause, A., Brunskill, E., Cho, K., Engelhardt, B., Sabato, S. & Scarlett, J. (eds.). JMLR, p. 17896-17919 24 p. (Proceedings of Machine Learning Research; vol. 202).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile3 Downloads (Pure) -
Improved Training of Physics-Informed Neural Networks with Model Ensembles
Haitsiukevich, K. & Ilin, A., 2023, IJCNN 2023 - International Joint Conference on Neural Networks, Proceedings. IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Adaptive behavior cloning regularization for stable offline-to-online reinforcement learning
Zhao, Y., Boney, R., Ilin, A., Kannala, J. & Pajarinen, J., 2022, Proceedings of the European Symposium on Artificial Neural Networks, 2022. European Symposium on Artificial Neural Networks (ESANN), 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
A Relational Model for One-Shot Classification of Images and Pen Strokes
Polis, A. & Ilin, A., 28 Aug 2022, In: Neurocomputing. 501, p. 1-13 13 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile21 Downloads (Pure) -
Compositional Generalization in Grounded Language Learning via Induced Model Sparsity
Spilsbury, S. & Ilin, A., 2022, NAACL 2022 - 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Proceedings of the Student Research Workshop. Association for Computational Linguistics, p. 143-155 13 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile23 Downloads (Pure)
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-: Finnish Center for Artificial Intelligence
Ilin, A., Kujanpää, K., Dainese, N. & Smirnov, M.
01/01/2023 → 31/12/2024
Project: Academy of Finland: Other research funding
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APPIA: Access, Privacy, Profiling, and Intelligent Applications part of S2ERC
Ilin, A., Herranen, M. & Kujanpää, K.
03/02/2020 → 31/05/2021
Project: Business Finland: Strategic centres for science, technology and innovation (SHOK)
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FCAI: Finnish Center for Artificial Intelligence (FCAI)
Ilin, A., Smirnov, M., Kujanpää, K. & Dainese, N.
01/01/2020 → 31/12/2022
Project: Academy of Finland: Other research funding
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Novel machine learning techiniques for studying climate variability and its impacts
01/01/2010 → 31/12/2010
Project: Academy of Finland: Other research funding
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Learning Trajectories of Hamiltonian Systems with Neural Networks
Katsiaryna Haitsiukevich (Speaker) & Alexander Ilin (Speaker)
7 Sept 2022Activity: Talk or presentation types › Conference presentation
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UK Met Office Hadley Centre
Alexander Ilin (Visiting researcher)
2010Activity: Visiting an external institution types › Visiting an external academic institution
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Foreign Organisation
Alexander Ilin (Visiting researcher)
2009Activity: Visiting an external institution types › Visiting an external academic institution
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Foreign Organisation
Alexander Ilin (Visiting researcher)
2003Activity: Visiting an external institution types › Visiting an external academic institution
Press/Media
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Using artificial intelligence to steer atoms into lattices
Alexander Ilin, Adam Foster, Peter Liljeroth & Markus Aapro
11/12/2022
1 item of Media coverage
Press/Media: Media appearance
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Sample-Efficient Methods for Real-World Deep Reinforcement Learning
Arno Solin, Alexander Ilin & Juho Kannala
25/05/2022
1 item of Media coverage
Press/Media: Media appearance
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Aalto University: Neste and FCAI Collaboration - Optimizing Chemical Reactors With AI
Alexander Ilin, Francesco Corona & Simo Särkkä
03/05/2022
1 item of Media coverage
Press/Media: Media appearance