61 citations · 67 across the 7 of their papers we have counts for
3 papers · 1 filter
Spectral Temporal Graph Neural Network for massive MIMO CSI Prediction
Sharan Mourya, Pavan Reddy, SaiDhiraj Amuru +1
In the realm of 5G communication systems, the accuracy of Channel State Information (CSI) prediction is vital for optimizing performance. This letter introduces a pioneering approa…
Multi-Task Learning for Multi-User CSI Feedback
Sharan Mourya, SaiDhiraj Amuru, Kiran Kumar Kuchi
Deep learning-based massive MIMO CSI feedback has received a lot of attention in recent years. Now, there exists a plethora of CSI feedback models mostly based on auto-encoders (AE…
A Reduced-Complexity Maximum-Likelihood Detection with a sub-optimal BER Requirement
Sharan Mourya, Amit Kumar Dutta
Maximum likelihood (ML) detection is an optimal signal detection scheme, which is often difficult to implement due to its high computational complexity, especially in a multiple-in…