Ensemble Machine Learning Model for Classification of Spam Product Reviews. - Muhammad Fayaz 001; Atif Khan 002; Javid Ur Rahman; Abdullah Alharbi; Muhammad Irfan Uddin; Bader Alouffi (Complex., 2020)

Transmit Power Pool Design for Uplink IoT Networks with Grant-free NOMA. - Muhammad Fayaz 001; Wenqiang Yi; Yuanwei Liu; Arumugam Nallanathan (ICC, 2021)

Competitive MA-DRL for Transmit Power Pool Design in Semi-Grant-Free NOMA Systems. - Muhammad Fayaz 001; Wenqiang Yi; Yuanwei Liu; Arumugam Nallanathan (CoRR, 2021)

Transmit Power Pool Design for Grant-Free NOMA-IoT Networks via Deep Reinforcement Learning. - Muhammad Fayaz 001; Wenqiang Yi; Yuanwei Liu; Arumugam Nallanathan (IEEE Trans. Wirel. Commun., 2021)

Multi-Agent DRL for Mitigating Power Collisions in SGF-NOMA Systems. - Muhammad Fayaz 001; Wenqiang Yi; Yuanwei Liu; Arumugam Nallanathan (GLOBECOM, 2022)

Throughput Optimization for SGF-NOMA via Distributed DRL with Prioritized Experience Replay. - Muhammad Fayaz 001; Wenqiang Yi; Yuanwei Liu; Arumugam Nallanathan (ICC, 2022)

Soft Actor Critic Framework for Resource Allocation in Backscatter-NOMA Networks. - Abdullah Alajmi; Muhammad Fayaz 001; Waleed Ahsan; Arumugam Nallanathan (LATINCOM, 2022)

Machine learning for fake news classification with optimal feature selection. - Muhammad Fayaz 001; Atif Khan 002; Muhammad Bilal 013; Sana Ullah Khan (Soft Comput., 2022)

Semi-Centralized Optimization for Energy Efficiency in IoT Networks With NOMA. - Abdullah Alajmi; Muhammad Fayaz 001; Waleed Ahsan; Arumugam Nallanathan (IEEE Wirel. Commun. Lett., 2023)

Intelligent Resource Allocation in Backscatter-NOMA Networks: A Soft Actor Critic Framework. - Abdullah Alajmi; Waleed Ahsan; Muhammad Fayaz 001; Arumugam Nallanathan (IEEE Trans. Veh. Technol., 2023)

Toward Autonomous Power Control in Semi-Grant-Free NOMA Systems: A Power Pool-Based Approach. - Muhammad Fayaz 001; Wenqiang Yi; Yuanwei Liu; Subramaniam Thayaparan; Arumugam Nallanathan (IEEE Trans. Commun., 2024)

Learning Meets Logic: Fuzzy Logic Based Deep Matching for Intelligent User Association in 6G IoT Networks. - Abdullah Alajmi; Abdulrahman Ghandoura; Abdelwahed Motwakel; Muhammad Fayaz 001 (IEEE Open J. Commun. Soc., 2025)

Secure Energy Aware Power Control in Consumer Internet of Things With Semi Grant Free NOMA. - Sohail Abbas; Muhammad Fayaz 001; Abdulrahman Ghandoura; Muhammad Zahid Khan; Ateeq Ur Rehman 001 (IEEE Trans. Consumer Electron., 2025)

Intent-Based Networking With Deep Reinforcement Learning for Detecting Decreased Rank Attacks in Low-Power and Lossy IoT Networks. - Muhammad Haqdad; Muhammad Fayaz 001; Pervez Khan; Farman Ali 001; Theyazn H. H. Aldhyani; Ali Kashif Bashir; Daehan Kwak (IEEE Internet Things J., 2026)

A Federated Learning-Based Hybrid Architecture for Multi-Class Attack Detection in UAVs Communications. - Sohail Abbas; Muhammad Fayaz 001; Asad Ullah; Pervez Khan; Muhammad Nawaz Khan; Rehan Tariq Chohan (IEEE Open J. Commun. Soc., 2026)