3 papers
cs.NI2026
Pareto-Aware Hierarchical Reinforcement Learning for Online Resource Allocation in RIS-assisted Large-Scale IoT Systems
Wenhan Xu, Jiashuo Jiang, Danny H. K. Tsang
With the rapid evolution of 5G and emerging 6G networks, reconfigurable intelligent surfaces (RIS) have become a critical technology for enhancing wireless communication scenarios.…
cs.NI2025
Real-Time Network Traffic Forecasting with Missing Data: A Generative Model Approach
Lei Deng, Wenhan Xu, Jingwei Li +1
Real-time network traffic forecasting is crucial for network management and early resource allocation. Existing network traffic forecasting approaches operate under the assumption…
cs.LG2025
A Lyapunov Drift-Plus-Penalty Method Tailored for Reinforcement Learning with Queue Stability
Wenhan Xu, Jiashuo Jiang, Lei Deng +1
With the proliferation of Internet of Things (IoT) devices, the demand for addressing complex optimization challenges has intensified. The Lyapunov Drift-Plus-Penalty algorithm is…