2 papers
cs.LG2026
Multi-layer MIMO Relay as Deep Physical Neural Networks: Power Amplifiers as Activation Functions
Meng Hua, Itsik Bergel, Deniz Gündüz
Wireless physical neural networks (WPNNs) embed neural computation directly into analog hardware, offering lower energy consumption and latency than conventional digital implementa…
eess.SP2026
Wireless Physical Neural Networks (WPNNs): Opportunities and Challenges
Meng Hua, Itsik Bergel, Tolga Girici +2
Wireless communication systems exhibit structural and functional similarities to neural networks: signals propagate through cascaded elements, interact with the environment, and un…