deep reinforcement learning 1energy efficiency 1goal-oriented communication 1iot sensor scheduling 1non-linear dynamic systems 1
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eess.SP2026
TRACE: A Modular Framework for RIS-Assisted Channel Estimation and Differential Channel-Aware Reconfiguration
Smriti Kumar, Mansi Ambwani, Arzad Alam Kherani +1
Reconfigurable Intelligent Surface (RIS) research tightly couples channel-estimation, control and communication, yet existing implementations often rely on fixed algorithmic pipeli…
eess.SP2026
Comprehensive Review of Deep Unfolding Techniques for Next-Generation Wireless Communication Systems
Sukanya Deka, Kuntal Deka, Nhan Thanh Nguyen +3
The application of machine learning in wireless communications has been extensively explored, with deep unfolding emerging as a powerful model-based technique. Deep unfolding enhan…