Current Doctoral Supervision:

• MSc. Arnab Emon, Generative Modeling for Resilience in Semantic Communications.

• MSc. Samitha Gunarathne, Reinforcement Learning for Interference Alignment in MIMO Systems.

Current MSc. Supervision:

• Ana Dos Santos Ferreira, Expressive Offline Diffusion Reinforcement Learning for Efficient Decision-Making.

Former MSc. Supervision:

• Arnab Emon, Generative Diffusion Models for Efficient Wireless Image Semantic Communications, Spring 2026.

• Abid Ahmed, Diffusion Reinforcement Learning for Downlink Power Allocation in Massive MIMO Networks, Spring 2026.

• Sankani Sarathchandra, Modelling and Optimization of Unmanned Aerial Vehicles Trajectories using Machine Learning for Collection of Data from Ground Sensors for Forest Fire Scenarios, Fall 2024 (Second Supervisor).

• Rumeshika Pallewela , Study of Information-Theoretic-Based Loss Functions for Wireless Communications, Spring 2024 (Technical supervision).

Former Internship Supervision:

• Ahmed Awan, Deep Reinforcement Learning for Abnormal Traffic detection, Fall 2026 (Internship).

• Umair Hameed, Indoor Localization via Deep Reinforcement Learning (Internship).

• Moiz Khan, Reinforcement Learning Alignent and Fine-Tuning of Flow Matching Generative Models (Internship).