An XL-MIMO system with stacked intelligent metasurfaces realizes an over-the-air extreme learning machine for binary classification, matching digital model performance in the XL regime.
Stacked intelligent metasurfaces for task-oriented semantic communications,
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XL-MIMO systems with analog combining perform OTA classification via ELM framework achieving over 90% accuracy with few ms latency under rich fading.
citing papers explorer
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Over-The-Air Extreme Learning Machines with XL Reception via Nonlinear Cascaded Metasurfaces
An XL-MIMO system with stacked intelligent metasurfaces realizes an over-the-air extreme learning machine for binary classification, matching digital model performance in the XL regime.
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Universal Approximation with XL MIMO Systems: OTA Classification via Trainable Analog Combining
XL-MIMO systems with analog combining perform OTA classification via ELM framework achieving over 90% accuracy with few ms latency under rich fading.