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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Dynamic Hierarchical Reinforcement Learning Framework for Energy-Efficient 5G Base Stations in Urban Environments
Xu, D., Su, X., Premsankar, G., Wang, H., Tarkoma, S. & Hui, P., Apr 2025, (Accepted/In press) In: IEEE Transactions on Mobile Computing.Research output: Contribution to journal › Article › Scientific › peer-review
Open Access -
Exponentially Weighted Instance-Aware Repeat Factor Sampling for Long-Tailed Object Detection Model Training in Unmanned Aerial Vehicles Surveillance Scenarios
Ahmed, T., Kumar, A., Casado, C. Á., Zhang, A., Hänninen, T., Loven, L., López, M. B. & Tarkoma, S., Mar 2025, 6 p.Research output: Working paper › Preprint
File -
Federated Learning Meets Urban Opportunistic Crowdsensing in 6G Networks: Opportunities, Challenges, and Optimization Potentials
Zhang, W., Liu, X., Zhu, C., Varjonen, S. K. L., Wang, F. & Tarkoma, S. A. O., Mar 2025, In: IEEE Network. 39, 2, p. 36-43 8 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Federated Learning on 5G Edge for Industrial Internet of Things
Liu, X., Su, X., del Campo, G., Cao, J., Fan, B., Saavedra, E., Santamaria, A., Röning, J., Hui, P. & Tarkoma, S., Jan 2025, In: IEEE Network. 39, 1, p. 289-297 9 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile -
Follow-Me AI: Energy-Efficient User Interaction with Smart Environments
Saleh, A., Donta, P. K., Morabito, R., Hossein Motlagh, N., Tarkoma, S. & Loven, L., 2025, In: IEEE Pervasive Computing. 9 p.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile
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BF AgentFormers 1/25 - 12/26
Tarkoma, S. (Project manager), Chattopadhyay, A. (Participant) & Wright, J. S. (Participant)
Innovaatiorahoituskeskus Business Finland
01/01/2025 → 31/12/2026
Project: Business Finland
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FUTUMINE/BF 03/24-02/26
Tarkoma, S. (Project manager), Holmström, A. (Participant), Hyvönen, J. T. J. (Participant), Mustonen, J. A. (Participant), Nikolaev, D. (Participant), Nolvi, A. (Participant), Pudas, T. M. (Participant), Stenroos, V.-P. (Participant), Valoppi, F. (Participant) & Österberg, H. O. (Participant)
01/03/2024 → 28/02/2026
Project: Business Finland
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NordForsk - Tarkoma 2024 - 2028
Tarkoma, S. (Project manager), Abstreiter, M. (Participant), Liu, X. (Participant), Morabito, R. (Participant), Nurmi, P. (Participant), Rao, A. (Participant) & Wu, G. (Participant)
01/01/2024 → 31/12/2028
Project: External funding
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Cloydify-6G
Tarkoma, S. (Project manager), Chattopadhyay, A. (Participant), Chen, X. (Participant), Jakobson, J. (Participant), Li, Y. (Participant), Sidibé, A. S. (Participant) & Vainio, A. (Participant)
01/05/2023 → 30/04/2026
Project: Business Finland
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Veturi Untangling People flow for Smart
Tarkoma, S. (Project manager), Cao, J. (Participant), Daubaris, P. (Participant), Helin, J. J. V. (Participant), Le, H. H. (Participant), Liu, Y. (Participant), Pandey, B. (Participant), Pleesz, R. (Participant), Wanigarathna Arachchige, Y. R. W. (Participant) & Wu, G. (Participant)
01/04/2023 → 31/03/2026
Project: Business Finland
Prizes
Activities
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Assessing Openness and Practical Challenges of Machine Learning Pipeline Development in Open RAN
Rao, A. (Supervisor), Morabito, R. (Supervisor) & Tarkoma, S. (Supervisor)
2024Activity: Examination types › Supervision of other thesis (Master's, Licentiate)
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Automatic Detection of Mass Outages in Radio Access Networks
Rao, A. (Co-supervisor), Premsankar, G. (Co-supervisor) & Tarkoma, S. (Supervisor)
2022 → 2023Activity: Examination types › Supervision of other thesis (Master's, Licentiate)
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PhD thesis supervision of Pengfeng Su
Pellikka, P. (Supervisor), Tarkoma, S. (Co-supervisor), Petäjä, T. (Co-supervisor), Laaksonen, A. (Pre-examiner), Schaap, M. (Pre-examiner) & Kooistra, L. (Opponent)
Oct 2022Activity: Examination types › Supervisor or co-supervisor of doctoral thesis
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Enabling Network Flexibility by Decomposing Network Functions
Rao, A. (Supervisor) & Tarkoma, S. (Supervisor)
2020Activity: Examination types › Supervisor or co-supervisor of doctoral thesis
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Automated Software Configuration for Cloud Deployment
Rao, A. (Supervisor), Tarkoma, S. (Supervisor), Osmani, L. (Supervisor) & Happonen, K. (Supervisor)
2020Activity: Examination types › Supervision of other thesis (Master's, Licentiate)
Press/Media
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-University of Helsinki: Venture with Air competition attracted submissions from four continents - winning team's software optimises air quality and energy consumption in buildings
20/11/2020
1 item of Media coverage
Press/Media: Press / Media
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Welcome to the Ethics of AI webinar on 27 November
20/11/2020
1 item of Media coverage
Press/Media: Press / Media
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Invitation: Ethics of AI webinar on 27 November
20/11/2020
2 items of Media coverage
Press/Media: Press / Media