Oshan Mudannayake

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Publications

Published Articles

  • [Journal] O. Mudannayake, A. Indika, U. Jayasinghe, G. M. Lee, J. Alawatugoda, "On Privacy-Preserved Machine Learning Using Secure Multi-Party Computing: Techniques and Trends", in Computers, Materials & Continua (CMC), vol. 85, no. 2, pp. 2527-2578, 2025. doi: 10.32604/cmc.2025.068875
  • [Conference] S. Singh, ..., O. Mudannayake, and others, "Aya dataset: An open-access collection for multilingual instruction tuning", in Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL), 2024. doi: 10.18653/v1/2024.acl-long.620
  • [Journal] H. Samaranayake, O. Mudannayake, D. Perera, P. Kumarasinghe, C. Suduwella, K. De Zoysa, P. Wimalaratne, "Detecting Water In Visual Image Streams Captured From Unmanned Aerial Vehicles", in Journal of Visual Communication and Image Representation (JVCI), 2023. doi: 10.1016/j.jvcir.2023.103933
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  • [Journal] O. Mudannayake*, D. Rathnayake*, J. D. Herath, D. K. Fernando, M. Fernando, "Exploring Machine Learning and Deep Learning Approaches for Multi-Step Forecasting in Municipal Solid Waste Generation", in IEEE Access, vol. 10, pp. 122570-122585, 2022. doi: 10.1109/ACCESS.2022.3221941
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  • [Conference] O. Mudannayake, N. Ranasinghe, "kMatrix: A Space Efficient Streaming Graph Summarization Technique", in 2021 10th International Conference on Information and Automation for Sustainability (ICIAfS), 2021, pp. 161-166. doi: 10.1109/ICIAfS52090.2021.9606137
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* Equal contribution

Articles Under Review

  • [Conference] O. Mudannayake, "Paired-Offset Reevaluation: A Diagnostic for Selection-Induced Optimism in Reinforcement-Learning Hyperparameter Search", in AutoML 2026 (Methods Track) · Under Review
  • [Workshop] O. Mudannayake, "Affordable Reinforcement Learning Hyperparameter Rigor: A Paired-Offset Reevaluation Catalogue", in GlobalSouthML @ ICML 2026 · Under Review (non-archival)
  • [Preprint] S. Dissanayaka*, O. Mudannayake*, T. Halloluwa, C. De Silva, "ImageLab: Simplifying Image Processing Exploration for Novices and Experts Alike", in Preprint · Under Review, 2025
  • [Manuscript] O. Mudannayake, K. Senarathne, S. Farook, L. De Mel, C. Jayanaka, "Leveraging Spatial and Temporal Data for Enhanced Wildfire Spread Prediction", in Under Review, 2025