activity
20132023
most cited6G White Paper on Machine Learning in Wireless Communication Networks

94 citations · 233 across the 14 of their papers we have counts for

collaborators

17 papers

cs.IT2023

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…

eess.SP2023★ 1 cited

Meeting IMT 2030 Performance Targets: The Potential of OTFDM Waveform and Structural MIMO Technologies

Spandan Bisoyi, Murali Mohan Pasupuleti, Kiran Kuchi +5

The white paper focuses on several candidate technologies that could play a crucial role in the development of 6G systems. Two of the key technologies explored in detail are Orthog…

cs.IT2023

On the Coverage of Cognitive mmWave Networks with Directional Sensing and Communication

Shuchi Tripathi, Abhishek K. Gupta, SaiDhiraj Amuru

Millimeter-waves' propagation characteristics create prospects for spatial and temporal spectrum sharing in a variety of contexts, including cognitive spectrum sharing (CSS). Howev…

cs.NI2023★ 1 cited

Graph Neural Networks-Based User Pairing in Wireless Communication Systems

Sharan Mourya, Pavan Reddy, SaiDhiraj Amuru +1

Recently, deep neural networks have emerged as a solution to solve NP-hard wireless resource allocation problems in real-time. However, multi-layer perceptron (MLP) and convolution…

cs.IT2022★ 1 cited

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…

cs.IT2022

Optimizing the Placement and Beamforming of RIS in Cellular Networks: A System-Level Modeling Perspective

Pavan Reddy M., SaiDhiraj Amuru, Kiran Kuchi

In this letter, we present in detail the system-level modeling of reconfigurable intelligent surface (RIS)-assisted cellular systems by considering a 3-dimensional channel model be…

eess.SP2022★ 61 cited

A Spatially Separable Attention Mechanism for massive MIMO CSI Feedback

Sharan Mourya, SaiDhiraj Amuru, Kiran Kumar Kuchi

Channel State Information (CSI) Feedback plays a crucial role in achieving higher gains through beamforming. However, for a massive MIMO system, this feedback overhead is huge and…

cs.IT2020★ 94 cited

6G White Paper on Machine Learning in Wireless Communication Networks

Samad Ali, Walid Saad, Nandana Rajatheva +24

The focus of this white paper is on machine learning (ML) in wireless communications. 6G wireless communication networks will be the backbone of the digital transformation of socie…

eess.SP2019

Low PAPR Reference Signal Transceiver Design for 3GPP 5G NR Uplink

M. Sibgath Ali Khan, Sai Dhiraj Amuru, Kiran Kuchi

Low peak-to-average-power ratio (PAPR) transmissions significantly improve the cell coverage as they enable high power transmissions without saturating the power amplifier. A new m…

eess.SP2019

Beam Learning -- Using Machine Learning for Finding Beam Directions

Saidhiraj Amuru

Beamforming is the key enabler for wireless communications in the mmWave bands. 802.11ad and WiGig are wireless technologies that currently use the 60 GHz unlicensed mmWave spectru…

eess.SP2019★ 1 cited

A Novel Beamformed Control Channel Design for LTE with Full Dimension-MIMO

Pavan Reddy M., Harish Kumar D., Saidhiraj Amuru +1

The Full Dimension-MIMO (FD-MIMO) technology is capable of achieving huge improvements in network throughput with simultaneous connectivity of a large number of mobile wireless dev…

cs.IT2018

On the Phase Tracking Reference Signal (PT-RS) Design for 5G New Radio (NR)

Yinan Qi, Mythri Hunukumbure, Hyungju Nam +2

The volume of mobile data traffic has been driven to an unprecedented high level due to the proliferation of smartphones/mobile devices that support a wide range of broadband appli…

cs.IT2015★ 33 cited

On Jamming Against Wireless Networks

SaiDhiraj Amuru, Harpreet S. Dhillon, R. Michael Buehrer

In this paper, we study jamming attacks against wireless networks. Specifically, we consider a network of base stations (BS) or access points (AP) and investigate the impact of a f…

cs.IT2014

Jamming Bandits

SaiDhiraj Amuru, Cem Tekin, Mihaela van der Schaar +1

Can an intelligent jammer learn and adapt to unknown environments in an electronic warfare-type scenario? In this paper, we answer this question in the positive, by developing a co…

cs.IT2014

On the Degrees-of-freedom of the 3-user MISO Broadcast Channel with Hybrid CSIT

SaiDhiraj Amuru, Ravi Tandon, Shlomo Shamai

The 3-user multiple-input single-output (MISO) broadcast channel (BC) with hybrid channel state information at the transmitter (CSIT) is considered. In this framework, there is per…

cs.IT2013★ 40 cited

Towards Optimal Secure Distributed Storage Systems with Exact Repair

Ravi Tandon, SaiDhiraj Amuru, T. Charles Clancy +1

Distributed storage systems in the presence of a wiretapper are considered. A distributed storage system (DSS) is parameterized by three parameters (n, k,d), in which a file stored…

cs.IT2013★ 1 cited

Retroactive Anti-Jamming for MISO Broadcast Channels

SaiDhiraj Amuru, Ravi Tandon, R. Michael Buehrer +1

Jamming attacks can significantly impact the performance of wireless communication systems. In addition to reducing the capacity, such attacks may lead to insurmountable overhead i…