Publications

Published Articles

[Journal] Privacy-Preserving ML via Secure Multi-Party Computing: Techniques and Trends
O. Mudannayake, A. Indika, U. Jayasinghe, G. M. Lee, J. Alawatugoda
Computers, Materials & Continua , 2025
[doi: 10.32604/cmc.2025.068875]
[Preprint] ImageLab: Simplifying Image Processing Exploration
S. Dissanayaka^*, O. Mudannayake^*, T. Halloluwa, C. De Silva
Preprint , 2024
[arXiv: 2401.03157]
[Conference] Aya: Open-Access Multilingual Instruction-Tuning Dataset
S. Singh, ..., O. Mudannayake, and others
ACL 2024 , 2024
[doi: 10.18653/v1/2024.acl-long.620]
[Journal] Detecting Water in UAV Image Streams with Flight Constraints
H. Samaranayake, O. Mudannayake, D. Perera, P. Kumarasinghe, C. Suduwella, K. De Zoysa, P. Wimalaratne
JVCI (Elsevier) , 2023
[doi: 10.1016/j.jvcir.2023.103933] [PDF]
[Journal] ML and Deep Learning for Multi-Step Municipal Waste Forecasting
O. Mudannayake^*, D. Rathnayake^*, J. D. Herath, D. K. Fernando, M. Fernando
IEEE Access , 2022
[doi: 10.1109/ACCESS.2022.3221941] [PDF]
[Conference] kMatrix: Space-Efficient Streaming Graph Summarization
O. Mudannayake, N. Ranasinghe
IEEE ICIAfS , 2021
[doi: 10.1109/ICIAfS52090.2021.9606137] [PDF]

^* Equal contribution

[Conference] Paired-Offset Reevaluation: Selection-Bias Diagnostic for RL HPO
O. Mudannayake
Under Review , 2026
[Workshop] Affordable RL Hyperparameter Rigor: Paired-Offset Reevaluation
O. Mudannayake
Under Review , 2026
[Manuscript] Spatio-Temporal Deep Learning for Wildfire Spread Prediction
O. Mudannayake, K. Senarathne, S. Farook, L. De Mel, C. Jayanaka
Under Review , 2025