Personal profile
Curriculum vitae
I am a doctoral researcher at the Department of Computer Science of the University of Helsinki and the research program 4 (R4) privacy-preserving and secure AI of the Finnish Center for Artificial Intelligence (FCAI). My supervisor is Professor Antti Honkela. I am affiliated with FCAI and Helsinki Institute for Information Technology (HIIT).
Education/Academic qualification
Data Science, M.Sc., Department of Computer Science
1 Aug 2020 → 28 Jun 2022
Award Date: 28 Jun 2022
Computer Science and Business Management, B.Sc., FH Nordakademie
1 Oct 2016 → 15 Mar 2020
Award Date: 15 Mar 2020
Fields of Science
- 113 Computer and information sciences
- 112 Statistics and probability
Collaborations and top research areas from the last five years
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Empirical Comparison of Membership Inference Attacks in Deep Transfer Learning
Bai, Y., Pradhan, G., Tobaben, M. & Honkela, A., 3 Oct 2025, In: Transactions on machine learning research. 2025, 10, 30 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Hyperparameters in Score-Based Membership Inference Attacks
Pradhan, G., Jälkö, J., Tobaben, M. & Honkela, A., 2025, 2025 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Impact of Dataset Properties on Membership Inference Vulnerability of Deep Transfer Learning
Tobaben, M., Ito, H., Jälkö, J., He, Y. & Honkela, A., 18 Sept 2025, The Thirty-Ninth Annual Conference on Neural Information Processing Systems.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
NeurIPS 2023 Competition: Privacy Preserving Federated Learning Document VQA
Tobaben, M., Souibgu, M. A., Tito, R., Nguyen, K., Kerkouche, R., Jung, K., Jälkö, J., Kang, L., Barskey, A., Poulain D’Andecy, V., Joseph, A., Muhamed, A., Kuo, K., Smith, V., Yamasaki, Y., Fukami, T., Niwa, K., Tyou, I., Ishii, H. & Yokota, R. & 7 others, , 3 Jun 2025, In: Transactions on machine learning research. 2025, 6Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Noise-Aware Differentially Private Regression via Meta-Learning
Räisä, O. T., Markou, S., Ashman, M., Bruinsma, W., Tobaben, M., Honkela, A. & Turner, R. E., 12 Dec 2024, The Thirty-eighth Annual Conference on Neural Information Processing Systems. Curran Associates Inc., (Advances in Neural Information Processing Systems; vol. 37).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile
Projects
- 1 Active
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FCAI: Suomen tekoälykeskus
Myllymäki, P. (Project manager), Al-Tahmeesschi, A. A. J. (Participant), Byggmästar, J. (Participant), Chang, P. (Participant), Clarté, G. C. (Participant), Daubaris, P. (Participant), Erarslan, A. U. (Participant), Gharib, S. (Participant), Jamshidi, A. (Participant), Jääsaari, E. (Participant), Kokko, J. E. (Participant), Kotkov, D. (Participant), Kuczkowski, D. A. (Participant), Luu, H. P. H. (Participant), Ma, J. (Participant), Mikkola, P. (Participant), Remes, U. (Participant), Tobaben, M. (Participant), Viippola, E. H. (Participant), Xu, Y. (Participant), Zhang, S. (Participant) & Zhao, L. (Participant)
Suomen Akatemia Projektilaskutus
01/09/2022 → 31/12/2026
Project: Research Council of Finland: Finnish Flagship Programme