Publications
A comprehensive list of research publications in trustworthy AI, reinforcement learning, and next-generation wireless networks.
Journal Articles
SafeSlice: Enabling SLA-Compliant O-RAN Slicing via Safe Deep Reinforcement Learning
arXiv preprint arXiv:2503.12753, 2025
Safe and Accelerated Deep Reinforcement Learning-Based O-RAN Slicing: A Hybrid Transfer Learning Approach
IEEE Journal on Selected Areas in Communications, vol. 42, no. 2, pp. 310-325, 2024
Accelerating Reinforcement Learning via Predictive Policy Transfer in 6G RAN Slicing
IEEE Transactions on Network and Service Management, vol. 20, no. 2, pp. 1170-1183, 2023
Toward Safe and Accelerated Deep Reinforcement Learning for Next-Generation Wireless Networks
IEEE Network, vol. 37, no. 2, pp. 182-189, 2023
SIGHTED: A Framework for Semantic Integration of Heterogeneous Sensor Data on the Internet of Things
Procedia Computer Science, vol. 83, pp. 529-536, 2016
Conference Papers
Developing Trustworthy Reinforcement Learning Applications for Next-Generation Open Radio Access Networks
2024 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), pp. 137-138
How Does Forecasting Affect the Convergence of DRL Techniques in O-RAN Slicing?
GLOBECOM 2023 - 2023 IEEE Global Communications Conference, pp. 2644-2649
Transfer Learning-Based Accelerated Deep Reinforcement Learning for 5G RAN Slicing
2021 IEEE 46th Conference on Local Computer Networks (LCN), pp. 249-256
Deep Learning-Based Forecasting of Cellular Network Utilization at Millisecond Resolutions
ICC 2021 - IEEE International Conference on Communications, pp. 1-6
4G LTE Network Data Collection and Analysis along Public Transportation Routes
GLOBECOM 2020 - 2020 IEEE Global Communications Conference, pp. 1-6
Tracking-based Cooperative Caching in VANETs for Social Networking
2018 IEEE 43rd Conference on Local Computer Networks Workshops (LCN Workshops), pp. 8-15
Thesis
A Trustworthy Deep Reinforcement Learning Framework for Slicing in Next-Generation Open Radio Access Networks
Ph.D. Dissertation, Queen's University (Canada), 2024
Datasets
4G LTE User Equipment Measurements along Kingston Transit 502 Bus Route
Borealis Dataset, 2020
Complete Publication List
For a complete and up-to-date list of my publications, visit my Google Scholar profile .