Showing cs.NIShow all
2 papers · 1 filter
cs.NI2026
DIFFRACT: Neuralized Utility Maximization for Wireless Networks by Differentiable Programming
Chee Wei Tan, Siya Chen
Next-generation wireless networks, including satellite-to-Open RAN systems, demand agile and intelligent resource management capable of handling dynamic multi-user interference und…
cs.NI2026
Deep Reinforcement Learning Based Block Coordinate Descent for Downlink Weighted Sum-rate Maximization on AI-Native Wireless Networks
Siya Chen, Chee Wei Tan, H. Vincent Poor
This paper introduces a deep reinforcement learning-based block coordinate descent (DRL-based BCD) algorithm to address the nonconvex weighted sum-rate maximization (WSRM) problem…