Research output per year
Research output per year
Personal profile
Fields of Science
- 113 Computer and information sciences
International and National Collaboration
Publications and projects within past five years.
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Collaborative learning from distributed data with differentially private synthetic data
Prediger, L., Jälkö, J., Honkela, A. & Kaski, S., 14 Jun 2024, In: BMC Medical Informatics and Decision Making. 24, 1, 14 p., 167.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Privacy-Aware Document Visual Question Answering
Tito, R., Nguyen, K., Tobaben, M., Kerkouche, R., Souibgu, M. A., Jung, K., Jälkö, J., Poulain D’Andecy, V., Joseph, A., Kang, L., Valveny, E., Honkela, A., Fritz, M. & Karatzas, D., 11 Sept 2024, Document Analysis and Recognition - ICDAR 2024 : 18th International Conference, Athens, Greece, August 30–September 4, 2024, Proceedings, Part VI. Smith, E., Liwicki, M. & Peng, L. (eds.). 1 ed. Springer, Cham, p. 199-218 20 p. (Lecture Notes in Computer Science; vol. 14809).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Subsampling is not Magic: Why Large Batch Sizes Work for Differentially Private Stochastic Optimisation
Räisä, O. T., Jälkö, J. & Honkela, A., 25 Jul 2024, Proceedings of the 41st International Conference on Machine Learning. Journal of Machine Learning Research, p. 41959-41981 23 p. (Proceedings of Machine Learning Research; vol. 235).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
DPVIm: Differentially Private Variational Inference Improved
Jälkö, J., Prediger, L., Honkela, A. & Kaski, S., 2023, In: Transactions on machine learning research. 09/2023Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Noise-aware Statistical Inference with Differentially Private Synthetic Data
Räisä, O. T., Jälkö, J., Kaski, S. & Honkela, A., 25 Apr 2023, Proceedings of The 26th International Conference on Artificial Intelligence and Statistics. Journal of Machine Learning Research, p. 3620-3643 (Proceedings of Machine Learning Research ; vol. 206).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile
Projects
- 1 Active
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ELSA
Honkela, A. (Project manager), Heikkilä, M. (Participant), Ito, H. (Participant), Jälkö, J. (Participant) & Sladakovic, K. (Participant)
01/09/2022 → 31/08/2025
Project: EU Horizon Europe: Research and Innovation Actions (HORIZON-RIA)