Published in 2022 IEEE International Conference on Communications (ICC), 2022
A sequence Q-learning algorithm that optimizes mobility-aware user association in wireless networks.
Recommended citation: W. Ning, Z. Xu, J. Wu and T. Tong. "Sequence Q-Learning Algorithm for Optimal Mobility-Aware User Association." 2022 IEEE International Conference on Communications (ICC), 2022, pp. 726–732.
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Published in 2023 IEEE Global Communications Conference (GLOBECOM), 2023
A communication-efficient federated learning scheme based on ring topology for device-to-device wireless networks.
Recommended citation: Z. Xu, W. Tian, Y. Liu, W. Ning and J. Wu. "A Ring Topology-Based Communication-Efficient Scheme for D2D Wireless Federated Learning." 2023 IEEE Global Communications Conference, 2023, pp. 2820–2825.
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Published in Under Review, 2026
A multimodal fusion framework integrating EEG and bbNIRS signals for early Alzheimer’s disease screening, achieving 7–12% improvement in AUC over unimodal baselines.
Recommended citation: W. Ning, F. Saeed, H. Tang, H. Liu, and L. Wang. "Bridging Neural and Hemodynamic Pathways through EEG–bbNIRS Fusion for Early Alzheimer's Disease Classification." Under review, 2026.