From the 1 of 4 linked papers with an AI index.
4 papers
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…
Goal-Oriented Sensor Reporting Scheduling for Non-linear Dynamic System Monitoring
Prasoon Raghuwanshi, Onel Luis Alcaraz López, I-Hong Hou +2
The paper proposes a goal‑oriented scheduling framework for IoT sensors monitoring a non‑linear dynamic system, using deep reinforcement learning and LSTM‑based query prediction to…
TinyML for On-Device and Edge Analytics in Wireless Networks: A Survey of Deployments, Opportunities, and Concept-Drift Mitigation
Prasoon Raghuwanshi, Vimal Bhatia, Sridhar Iyer +2
Ubiquitous intelligence is essential for enabling real-time, adaptive, autonomous, and scalable operations in the next generation of wireless networks. However, this poses signific…
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…