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Arxiv
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Over-the-Air Edge Inference via End-to-End Metasurfaces-Integrated Artificial Neural Networks
- Researchers propose a framework of Metasurfaces-Integrated Neural Networks (MINNs) for Edge Inference (EI) paradigm.
- Metasurfaces offer programmable propagation of wireless signals, enabling over-the-air computing.
- MINNs optimize Reconfigurable Intelligent Surfaces (RISs) and Stacked Intelligent Metasurfaces (SIM) for DNN operations.
- The MINN framework simplifies Edge Inference requirements and achieves near-optimal performance.
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