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Collaborations and top research areas from the last five years
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Devil is in the Details : Density Guidance for Detail-Aware Generation with Flow Models
Karczewski, R., Heinonen, M. & Garg, V., 2025, In: Proceedings of Machine Learning Research. 267, p. 29098-29127 30 p.Research output: Contribution to journal › Conference article › Scientific › peer-review
Open AccessFile1 Downloads (Pure) -
Diffusion Models as Cartoonists: The Curious Case of High Density Regions
Karczewski, R., Heinonen, M. & Garg, V., 2025, 13th International Conference on Learning Representations, ICLR 2025. Curran Associates Inc., p. 74332-74365 34 p.Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review
Open AccessFile2 Citations (Scopus)14 Downloads (Pure) -
What Ails Generative Structure-based Drug Design: Expressivity is Too Little or Too Much?
Karczewski, R., Kaski, S., Heinonen, M. & Garg, V., 2025, Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS) 2025. JMLR, p. 3187-3195 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 AccessFile9 Downloads (Pure) -
On the Generalization of Equivariant Graph Neural Networks
Karczewski, R., Souza, A. H. & Garg, V., 2024, In: Proceedings of Machine Learning Research. 235, p. 23159-23186 28 p.Research output: Contribution to journal › Conference article › Scientific › peer-review
Open AccessFile2 Citations (Scopus)299 Downloads (Pure)
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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) & Verma, Y. (Project Member)
01/01/2025 → 31/12/2026
Project: RCF Flagship
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-: FCAI Flagship 2
Kaski, S. (Principal investigator), Holanda De Souza Junior, A. (Project Member), Bharti, A. (Project Member), Carter, D. (Project Member), Zhu, S. (Project Member), Riha, A. (Project Member), Kallioinen, N. (Project Member), Smirnov, M. (Project Member), Sinaga, M. (Project Member), Nikitin, A. (Project Member), Sevilla Salcedo, C. (Project Member), Shaw, E. (Project Member), Kim, N. H. (Project Member), Gröhn, T. (Project Member), Varshney, S. (Project Member), Karczewski, R. (Project Member), Klasson, M. (Project Member), John, T. (Project Member), Pouplin, A. (Project Member), Zhao, G. (Project Member), Turkulainen, M. (Project Member), Alakuijala, M. (Project Member), Huang, D. (Project Member), RahimiNasab, Z. (Project Member), Kujanpää, K. (Project Member), Raj, V. (Project Member), Tiulpin, A. (Project Member), Katt, S. (Project Member), McGreavy, C. (Project Member), Dainese, N. (Project Member) & Müller, A. (Project Member)
01/09/2022 → 31/12/2026
Project: RCF Flagship
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FCAI: Finnish Center for Artificial Intelligence (FCAI)
Kaski, S. (Principal investigator), Huuhtanen, A.-E. (Project Member), Karczewski, R. (Project Member) & Varshney, S. (Project Member)
01/01/2019 → 31/12/2022
Project: Academy of Finland: Other research funding