Search Results for author: SaiDhiraj Amuru

Found 4 papers, 3 papers with code

Spectral Temporal Graph Neural Network for massive MIMO CSI Prediction

1 code implementation10 Sep 2023 Sharan Mourya, Pavan Reddy, SaiDhiraj Amuru, Kiran Kumar Kuchi

In the realm of 5G communication systems, the accuracy of Channel State Information (CSI) prediction is vital for optimizing performance.

Graph Neural Networks-Based User Pairing in Wireless Communication Systems

1 code implementation14 May 2023 Sharan Mourya, Pavan Reddy, SaiDhiraj Amuru, Kiran Kumar Kuchi

The scalability of the proposed method is also explored as our model can handle dynamic changes in network size without experiencing a substantial decrease in performance.

Scheduling

A Spatially Separable Attention Mechanism for massive MIMO CSI Feedback

1 code implementation5 Aug 2022 Sharan Mourya, SaiDhiraj Amuru, Kiran Kumar Kuchi

Channel State Information (CSI) Feedback plays a crucial role in achieving higher gains through beamforming.

Compressive Sensing

Jamming Bandits

no code implementations13 Nov 2014 SaiDhiraj Amuru, Cem Tekin, Mihaela van der Schaar, R. Michael Buehrer

We first present novel online learning algorithms to maximize the jamming efficacy against static transmitter-receiver pairs and prove that our learning algorithm converges to the optimal (in terms of the error rate inflicted at the victim and the energy used) jamming strategy.

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