Current Doctoral supervision:

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

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

Current MSc. supervision:

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

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

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

• Umair Hameed (Internship)

• Ahmed Awan (Internship)

• Moiz Khan (Internship)

Former MSc. supervision:

• Matti Antila, Radio Signal Propagation Modeling with Machine Learning Methods, 2025.

• Sankani Sarathchandra, Modelling and optimization of Unmanned Aerial Vehicles trajectories using Machine Learning for collection of data from ground sensors for forest fire scenarios, 2024.

• Rumeshika Pallewela , Study of information-theoretic-based loss functions for wireless communications, 2024 (Technical supervision).