Research Output
Notable Publications
2026
Multi-Critic Reinforcement Learning for Frame and Tick-Rate Aware Satellite-Ground Integrated Heterogeneous Edge Networks
W Liu, MA Hossain, N Ansari
IEEE Transactions on Network Science and Engineering
SATLOCK: Handover-Coupled Scheduling for Weather-Resilient Quantum Key Distribution over LEO Constellations
MA Hossain, MJ Hossain
Quantum Networks and Distributed Quantum Computing (QuNet'26)@ ACM SIGCOMM 2026
The Containment Gap: How Deployed Agentic AI Frameworks Fail Public-Facing Safety Requirements
MJ Hossain, MA Hossain, W Liu, N Ansari
Trustworthy AI for Good (AI4GOOD) Workshop@ ICML 2026
Split Learning Over NOMA-Enabled HetNets for Scalable IoT-Based Precision Agriculture
MA Hossain, N Sadat, N Ansari, F Amsaad
IEEE Transactions on Cognitive Communications and Networking
2025
Energy-based Generative Models with Morphological Attention Networks for Hyperspectral Image Classification: A Unified Framework
MA Hossain, Y Sarker, W Liu, N Ansari
2025 IEEE International Conference on Image Processing (ICIP), pp. 2282-2287
Mobile-edge Computing for Multi-services Digital Twin-enabled IoT Heterogeneous Networks
W Liu, MA Hossain, N Ansari
IEEE Transactions on Cognitive Communications and Networking, vol. 11, no. 3, pp. 1845-1853
2024
Reinforcement Learning-based Network Slicing Scheme for Optimized UE-QoS in Future Networks
W Liu, MA Hossain, N Ansari, A Kiani, T Saboorian
IEEE Transactions on Network and Service Management, vol. 21, no. 3, pp. 3454-3464
Computation-efficient Offloading and Power Control for MEC in IoT Networks by Meta-Reinforcement Learning
MA Hossain, W Liu, N Ansari
IEEE Internet of Things Journal, vol. 11, no. 9, pp. 16722-16730
A Decentralized Collaborative Learning Approach in 5G+ Core Networks
MA Hossain, AR Hossain, W Liu, N Ansari, A Kiani, T Saboorian
IEEE Network, vol. 38, no. 1, pp. 288-295
2023
AI-assisted E2E Network Slicing for Integrated Sensing and Communication in 6G Networks
MA Hossain, A Xiang, A Kiani, T Saboorian, J Kaippallimalil, N Ansari
IEEE Internet of Things Journal, vol. 11, no. 6, pp. 10627-10634
Energy-efficient Federated Edge Learning in Multi-tier NOMA-enabled HetNet
MA Hossain, N Ansari
IEEE Transactions on Cloud Computing, vol. 11, no. 4, pp. 3355-3366
Dual-band Aerial Networks for Priority-based Traffic
AR Hossain, MA Hossain, N Ansari
IEEE Transactions on Vehicular Technology, vol. 72, no. 7, pp. 9500-9510
Hybrid Multiple Access for Network Slicing Aware Mobile Edge Computing
MA Hossain, N Ansari
IEEE Transactions on Cloud Computing, vol. 11, no. 3, pp. 2910-2921
2022
AI in 6G: Energy-efficient Distributed Machine Learning for Multilayer Heterogeneous Networks
MA Hossain, AR Hossain, N Ansari
IEEE Network, vol. 36, no. 6, pp. 84-91
Numerology-capable UAV-MEC for Future Generation Massive IoT Networks
MA Hossain, AR Hossain, N Ansari
IEEE Internet of Things Journal, vol. 9, no. 23, pp. 23860-23868
2021
Network Slicing for NOMA-enabled Edge Computing
MA Hossain, N Ansari
IEEE Transactions on Cloud Computing, vol. 11, no. 1, pp. 811-821
Energy Aware Latency Minimization for Network Slicing Enabled Edge Computing
MA Hossain, N Ansari
IEEE Transactions on Green Communications and Networking, vol. 5, no. 4, pp. 2150-2159