Htoo Wai Aung

Data Scientist and Machine Learning Researcher with expertise in Graph Neural Networks (GNNs), Reinforcement Learning (RL), and Brain-Computer Interface (BCI) applications. Ph.D. in Machine Learning with extensive experience in developing AI-driven solutions for EEG signal classification, economic forecasting, and causal inference. Passionate about leveraging machine learning to uncover insights in complex systems and optimise decision-making processes.

Available upon request.

• AI & Machine Learning Research
• Brain-Computer Interface (BCI) Applications
• Economic Forecasting with GNNs

EEG_GLT-Net – Developed an optimised EEG classification model using Graph Neural Networks (GNNs) and reinforcement learning. EEG_RL-Net – Applied reinforcement learning to EEG Motor Imagery classification, improving accuracy and real-time performance. Economic Graph Lottery Ticket (EGLT) – Built a GNN-based model for economic forecasting, outperforming traditional econometric models. Temporal Causal Inference in Economic Indicators – Applied Peter-Clarke algorithms to uncover causal interrelationships in economic data.

• English, Fluent
• Burmese, Native

• EEG_GLT-Net: Optimising EEG Graphs for Real-Time Motor Imagery Signals Classification, H. W. Aung, J. J. Li, B. Shi, Y. An, S. W. Su, Biomedical Signal Processing and Control, 2025
• A Real-Time Framework for EEG Signal Decoding with Graph Neural Networks and Reinforcement Learning, H. W. Aung, J. J. Li, Y. An, S. W. Su, IEEE Transactions on Neural Networks and Learning Systems, 2025
• Enhancing EEG Motor Imagery Time Point Signal Classification Through Reinforcement Learning and Graph Neural Networks, H. W. Aung, J. J. Li, Y. An, S. W. Su, ICMLA, 2024
• Economic Graph Lottery Ticket: A GNN-Based Economic Forecasting Model, H. W. Aung, Y. Guo, Z. Zhu, J. Li, G. Lee, Springer AJACI, 2024
• Revealing Economic Relationship Structures through Causal Inference: A Data-Driven Approach, H. W. Aung, Y. Guo, Z. Zhu, J. Li, G. Lee, Journal of Economic Dynamics and Control, 2024
• Uncover Temporal Causal Interrelationships Between Key Economic Indicators Through Peter-Clarke Algorithms, H. W. Aung, Y. Guo, Z. Zhu, J. Li, G. Lee