research
∙
04/02/2023
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks
We develop an efficient and near-optimal solution for beamforming in mul...
share
research
∙
10/14/2021
Stability Analysis of Unfolded WMMSE for Power Allocation
Power allocation is one of the fundamental problems in wireless networks...
research
∙
10/07/2021
Label Propagation across Graphs: Node Classification using Graph Neural Tangent Kernels
Graph neural networks (GNNs) have achieved superior performance on node ...
research
∙
09/14/2021
ML-aided power allocation for Tactical MIMO
We study the problem of optimal power allocation in single-hop multi-ant...
research
∙
02/20/2021
GIST: Distributed Training for Large-Scale Graph Convolutional Networks
The graph convolutional network (GCN) is a go-to solution for machine le...
research
∙
11/21/2019
ChartNet: Visual Reasoning over Statistical Charts using MAC-Networks
Despite the improvements in perception accuracies brought about via deep...
research
∙
12/11/2018
Reading Industrial Inspection Sheets by Inferring Visual Relations
The traditional mode of recording faults in heavy factory equipment has ...
research
∙
12/11/2018
Deep Reader: Information extraction from Document images via relation extraction and Natural Language
Recent advancements in the area of Computer Vision with state-of-art Neu...
research
∙
07/20/2018