Tapan Shah, Scott C. Evans, Arun Subramanian, Jeffrey Maskalunas, S. P. Ekanayake, “Systems and methods for reducing carbon emissions from machine learning computational tasks”, US20240250530A1, General Electric Company, July 2024. (Patent pending)
S. P. Ekanayake, D.-S. Zois, “Feature and Expert Decision Acquisition for Instance–wise Classification”, IEEE Transactions on Artificial Intelligence (TAI), August 2025. (Accepted)
Scott C. Evans, Tapan Shah, Hao Huang, S. P. Ekanayake, “The Entropy Economy and the Kolmogorov Learning Cycle: Leveraging the Intersection of Machine Learning and Algorithmic Information Theory to Jointly Optimize Energy and Learning”, Physica D: Nonlinear Phenomena, February 2024. (Paper)
S. P. Ekanayake, D.-S. Zois, C. Chelmis, “Sequential Datum–wise Feature Acquisition and Classifier Selection”, IEEE Transactions on Artificial Intelligence (TAI), November 2023. (Paper)
S. P. Ekanayake, D.-S. Zois, “Datum–wise Inference in Structured Environments”, IEEE Transactions on Artificial Intelligence (TAI), May 2023. (Paper)
S. P. Ekanayake, D.-S. Zois, "Instance-wise Feature Acquisition with Classifier Selection Option for Structured Data Instances", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2025). (Under review)
S. P. Ekanayake, D.-S. Zois, “Sequential Acquisition of Features and Experts for Datum–wise Classification”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2024). (Paper)
S. P. Ekanayake, D.-S. Zois, C. Chelmis, “Sequential Datum–wise Joint Feature Selection and Classification in the Presence of External Classifier”, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023). (Paper)
S. P. Ekanayake, Tapan Shah, Scott C. Evans “Optimizing Emissions for Machine Learning Training”, IEEE Conference on Technologies for Sustainability (SusTech 2023). (Paper)
S. P. Ekanayake, D.-S. Zois, “Sequential Bayesian Network Structure Learning”, Asilomar Conference on Signals, Systems, and Computers. (ACSSC 2022). (Paper)
S. P. Ekanayake, Y. Liyanage, D.-S. Zois, “Dynamic Feature Selection for Classification in Structured Environments”, Asilomar Conference on Signals, Systems, and Computers (ACSSC 2021). (Paper)
N. Thelasingha, S. P. Ekanayake, B. Udugama, G.M.R.I. Godaliyadda, M.P.B. Ekanayake, B.G.L.T. Samaranayake, J.V. Wijayakulasooriya, “Autonomous Exploration Planning Strategy for a Reconnaissance Agent”, 12th IEEE International Conference on Industrial & Information Systems, Dec 2017, pp. 29. (Paper)
N. Thelasingha, B. Udugama, S. P. Ekanayake, G.M.R.I. Godaliyadda, M.P.B. Ekanayake, B.G.L.T. Samaranayake, J.V. Wijayakulasooriya, “Laser Ranging Based Intelligent System for Unknown Environment Mapping”, IESL Annual Sessions 2017 (IESLAS 2017), pp. 411- 419. (Paper)
S. P. Ekanayake, N. Thelasingha, B. Udugama, G.M.R.I. Godaliyadda, M.P.B. Ekanayake, B.G.L.T. Samaranayake, J.V. Wijayakulasooriya, “Object Dimension Extraction for Environment Mapping with Low Cost Camera Fused with Laser Ranging”, Sri Lanka Network IET Annual Technical Conference 2017 (IET ATC 2017), pp. 7-12. (Runner-up Best Presenter, Best technical paper award - IET Present Around the World 2017- Sri Lanka). (Paper)
“Instance-wise Learning and Inference for Costly Complex Environments”, 2024 ML and Systems Rising Stars Workshop, MLCommons, NVIDA HQ, CA, USA. (Invited poster)
"Dynamic Datum-wise Feature Acquisition for Supervised Classification ”, 2023 Inaugural SUNY AI Symposium, University at Albany, NY, USA. (Poster)
“Datum-wise Learning and Inference in Cyber-Physical-Human Systems”, 2023 CPS Rising Stars Workshop, University of Virginia, VA, USA. (Invited poster)
Human Context Monitoring System Demonstration”, 2021 NSF Cyber-Physical Systems (CPS) Principal Investigators’ (PI) Meeting. (Video)
“Context-Aware Human State Modeling and Monitoring”, 2020 Annual University at Albany Research Conference, University at Albany, SUNY. (Presentation)
“COMPASS: An End-To-End System for Streamlining the Delivery of Human Services”, 2020 Annual University at Albany Research Conference, University at Albany, SUNY. (Video)
“Communication System for Remote Monitoring of Electric Three Wheelers”, 2018 Electrical and Electronic Engineering Research and Project Symposium. (Poster & Demonstration)