Gumbel-copula modeling yields closed-form CDFs for MSE in fluid-antenna AirComp, with numerical results showing MSE reduction versus fixed antennas that shrinks as spatial correlation increases.
A survey on over-the-air computation
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Fluid antennas in hybrid NOMA-AirFL networks improve hybrid rate performance under imperfect CSI and SIC by formulating a robust optimization solved via LSTM-DDPG.
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Copula-Based Analysis of Fluid Antenna-Assisted Over-the-Air Computation
Gumbel-copula modeling yields closed-form CDFs for MSE in fluid-antenna AirComp, with numerical results showing MSE reduction versus fixed antennas that shrinks as spatial correlation increases.
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Fluid Antenna-Enabled Hybrid NOMA and AirFL Networks Under Imperfect CSI and SIC
Fluid antennas in hybrid NOMA-AirFL networks improve hybrid rate performance under imperfect CSI and SIC by formulating a robust optimization solved via LSTM-DDPG.