A three-stage GNN jointly optimizes PA placement, RIS phases, beamforming and associations to maximize sum rate and energy efficiency in multi-BS multi-RIS pinching-antenna systems.
Reconfigurable intelligent surfaces for energy efficiency in wireless communication
3 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 3representative citing papers
An unsupervised detector combining a parametric Gamma reference model with a data-learned normalizing flow achieves near-supervised monitoring performance for covert communications against a disco RIS warden.
DSM-PA uses differential encoding with embedded Alamouti coding and position-based index modulation to enable noncoherent transmission and full transmit diversity in pinching-antenna systems over Rician channels.
citing papers explorer
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Spectral- and Energy-efficient Multi-BS Multi-RIS Pinching-antenna Systems: A GNN-based Approach
A three-stage GNN jointly optimizes PA placement, RIS phases, beamforming and associations to maximize sum rate and energy efficiency in multi-BS multi-RIS pinching-antenna systems.
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Unsupervised Semi-Parametric Plug-in Likelihood-Ratio Detection for Covert Communications in the Presence of Disco Reconfigurable Intelligent Surfaces
An unsupervised detector combining a parametric Gamma reference model with a data-learned normalizing flow achieves near-supervised monitoring performance for covert communications against a disco RIS warden.
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Differential Spatial Modulation with Transmit Diversity for Pinching-Antenna Systems
DSM-PA uses differential encoding with embedded Alamouti coding and position-based index modulation to enable noncoherent transmission and full transmit diversity in pinching-antenna systems over Rician channels.