Research output per year
Research output per year
Personal profile
Fields of Science
- 113 Computer and information sciences
- 112 Statistics and probability
Supervisor for doctoral programme
- Doctoral Programme in Science
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
Research output
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Accuracy-First Rényi Differential Privacy and Post-Processing Immunity
Räisä, O. T., Koskela, A. & Honkela, A., 2026, Proceedings of the 43rd International Conference on Machine Learning.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
Beyond Membership: Limitations of Add/Remove Adjacency in Differential Privacy
Pradhan, G., Jälkö, J., Zanella-Bèguelin, S. & Honkela, A., 2026, (Accepted/In press) ICLR 2026.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Efficient and Scalable Implementation of Differentially Private Deep Learning without Shortcuts
Rodriguez Beltran, S., Tobaben, M., Jälkö, J., Loppi, N. & Honkela, A., 2026, Proceedings of the 4th IEEE Conference on Secure and Trustworthy Machine Learning (SaTML 2026). IEEEResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile -
Mitigating Disparate Impact of Differentially Private Learning through Bounded Adaptive Clipping
Zhao, L., Rehn, A., Heikkilä, M. A., Tajeddine, R. & Honkela, A., 2026, In: Transactions on machine learning research. 2026-JuneResearch output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
On Optimal Hyperparameters for Differentially Private Deep Transfer Learning
Rehn, A., Zhao, L., Heikkilä, M. A. & Honkela, A., 2026, The Fourteenth International Conference on Learning Representations. Curran Associates Inc.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Professional
Open AccessFile
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Nokia_lahjoitus_Honkela
Honkela, A. (Project manager)
01/01/2026 → 31/12/2029
Project: Corporate funding
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Practical Private Synthetic Health Data (PrivSyn)
Honkela, A. (Project manager), Babin, P. (Participant), Buss, S. H. (Participant), Ehret, F. F. (Participant), Heikkilä, M. (Participant), Jälkö, J. (Participant), Klockars, J. V. (Participant), Křenková, P. (Participant), Nushi, E. (Participant), Salmi, T. E. J. (Participant), Shivakumar, R. (Participant) & Tran, T. L. (Participant)
SUOMEN AKATEMIA Vähäkylä Leena
01/01/2024 → 31/12/2026
Project: Research Council of Finland: Targeted Academy Project
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DataLit: Data Literacy for Responsible Decision-Making
Honkela, A. (Project manager), Jacucci, G. (Project manager), Alrawajfeh, T. H. S. (Participant), Bai, Y. (Participant), He, C. (Participant), Heikkilä, M. (Participant), Pradhan, G. (Participant), Rehn, A. J. (Participant), Wohlrath, D. (Participant), Zaki, A. H. N. (Participant) & Zhao, L. (Participant)
01/10/2023 → 30/09/2026
Project: Research Council of Finland: Strategic Research Council funding (SRC)
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WiseBayes: Resource-wise and trustworthy Bayesian machine learning
Honkela, A. (Project manager), Alrawajfeh, T. H. S. (Participant), Rehn, A. J. (Participant) & Wohlrath, D. (Participant)
01/09/2023 → 31/08/2027
Project: Research Council of Finland: Academy Project
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COMBOT: Computational modelling of Clostridium botulinum toxin production regulation
Ilvonen, L. (Participant) & Honkela, A. (Project manager)
Project: Research project
Activities
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Khanh Nguyen
Honkela, A. (Host)
5 Feb 2024 → 9 Feb 2024Activity: Hosting a visitor types › Academic visit at UH
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Working group for repairing the Law on Secondary Use of Social and Health Data and clarifying research legislation (External organisation)
Honkela, A. (Member)
2024 → 2026Activity: Membership types › Membership or other role in national/international committee, council, board
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Invited talk at NeurIPS 2023 Workshop SyntheticData4ML
Honkela, A. (Speaker)
16 Dec 2023Activity: Talk or presentation types › Oral presentation
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Expert Group on Anonymity, Privacy and Information Security on Secondary Use of Social and Health Data (External organisation)
Honkela, A. (Expert member)
2022 → 2025Activity: Membership types › Membership or other role in national/international committee, council, board
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Conference on Neural Information Processing System (Event)
Honkela, A. (Programme Committee Member)
2021 → …Activity: Publication peer-review and editorial work types › Editor of research anthology/collection/conference proceedings
Press/Media
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Safe at the Finnish Line: Privacy Project Kicks Off Collaboration
25/05/2020 → 26/05/2020
3 items of Media coverage
Press/Media: Press / Media
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Safe at the Finnish Line: Privacy Project Kicks...
26/05/2020
1 item of Media coverage
Press/Media: Press / Media
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Safe at the Finnish Line: Privacy Project Kicks Off Collaboration Monday, May 25, 2020
25/05/2020
1 item of Media coverage
Press/Media: Press / Media
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Researchers Develop New Security Method for AI to Keep Data Private
26/12/2017
1 item of Media coverage
Press/Media: Press / Media
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New AI method keeps data private
Honkela, A. J. H. & Kaski, S.
20/12/2017 → 21/12/2017
5 items of Media coverage
Press/Media: Press / Media