Journal Publications
Publications are listed in reverse chronological order. The * denotes equal first authors.
2026
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Computational Mass Spectrometry Imaging in the Era of AI Focus Review
Timothy J. Trinklein, Mithunjha Anandakumar, Hsi-Chun Chao, Marisa Asadian, Dharmeshkumar Parmar, Jonathan V. Sweedler, and Fan Lam
Chemical Reviews, 2026.
2025
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Integrating Model-Based Reconstruction and Deep Learning for Accelerating Mass Spectrometry Imaging
Mithunjha Anandakumar, Timothy J. Trinklein, Stanislav S. Rubakhin, Jonathan V. Sweedler, and Fan Lam
Analytical Chemistry, 2025.
2024
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Toward interpretable sleep stage classification using cross-modal transformers
Jathurshan Pradeepkumar*, Mithunjha Anandakumar*, Vinith Kugathasan, Dhinesh Suntharalingham, Simon L Kappel, Anjula De Silva, and Chamira US Edussooriya
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2024.
2023
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DEEP-squared: Deep Learning Powered De-scattering with Excitation Patterning
Navodini Wijethilake*, Mithunjha Anandakumar*, Cheng Zheng, Peter T. C. So, Murat Yildirim, and Dushan N. Wadduwage
Light : Science and Applications, 2023.
Conference Proceedings
2026
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An AI-Driven Adaptive Temporal Acquisition Method for Fourier Transform Mass Spectrometry Imaging
Mithunjha Anandakumar, Timothy J. Trinklein, Jonathan V. Sweedler, and Fan Lam
Proc. of 74th ASMS Conference on Mass Spectrometry and Allied Topics. San Diego, California; 2026, ID: 327244
(Accepted for Poster Presentation)
2025
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Integrating Model-Based Reconstruction and Deep Learning for Accelerating Mass Spectrometry Imaging
Mithunjha Anandakumar, Timothy J. Trinklein, Jonathan V. Sweedler, and Fan Lam
Proc. of 73rd ASMS Conference on Mass Spectrometry and Allied Topics. Baltimore, Maryland; 2025, ID: 322537.
(Accepted for Oral Presentation, <5% of total abstracts)
2023
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A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data
Mithunjha Anandakumar*, Jathurshan Pradeepkumar*, Simon L Kappel, Chamira US Edussooriya, and Anjula De Silva
2023 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2023.
2022
- Towards Accurate Cross-Domain In-Bed Human Pose Estimation
Mohamed Afham*, Udith Haputhanthri*, Jathurshan Pradeepkumar*, Mithunjha Anandakumar, Ashwin De Silva, and Chamira US Edussooriya
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022.
2021
- Decoding of Hand Gestures from Electrocorticography with LSTM Based Deep Neural Network
Jathurshan Pradeepkumar, Mithunjha Anandakumar, Vinith Kugathasan, Thilina D Lalitharatne, Anjula C De Silva, and Simon L Kappel
In Proceedings of International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2021.