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Kyriakos Stylianopoulos

3 accepted papers

2026

INTEGRATING STACKED INTELLIGENT METASURFACES AND POWER CONTROL FOR DYNAMIC EDGE INFERENCE VIA OVER-THE-AIR NEURAL NETWORKS

ICASSP 2026oral

This paper introduces a novel framework for Edge Inference (EI) that bypasses the conventional practice of treating the wireless channel as noise. We utilize Stacked Intelligent Metasurfaces (SIMs) to control wireless propagation, enabling the channel itself to perform over-the-air computation. This…

Cited by 0SourcePDFScholar
2023

Lyapunov-Driven Deep Reinforcement Learning for Edge Inference Empowered by Reconfigurable Intelligent Surfaces

ICASSP 2023accepted

In this paper, we propose a novel algorithm for energy-efficient, low-latency, accurate inference at the wireless edge, in the context of 6G networks endowed with reconfigurable intelligent surfaces (RISs). We consider a scenario where new data are continuously generated/collected by a set of device…

Cited by 0SourceScholar
2022

Deep-Learning-Assisted Configuration of Reconfigurable Intelligent Surfaces in Dynamic Rich-Scattering Environments

ICASSP 2022accepted

The integration of Reconfigurable Intelligent Surfaces (RISs) into wireless environments endows channels with programmability, and is expected to play a key role in future communication standards. To date, most RIS-related efforts focus on quasi-free-space, where wireless channels are typically mode…

Cited by 0SourceScholar