2 citations · 3 across the 10 of their papers we have counts for
3 papers · 1 filter
BayesAoA: A Bayesian method for Computation Efficient Angle of Arrival Estimation
Akshay Sharma, Nancy Nayak, Sheetal Kalyani
The angle of Arrival (AoA) estimation is of great interest in modern communication systems. Traditional maximum likelihood-based iterative algorithms are sensitive to initializatio…
Binarized ResNet: Enabling Robust Automatic Modulation Classification at the resource-constrained Edge
Deepsayan Sadhukhan, Nitin Priyadarshini Shankar, Nancy Nayak +2
Recently, deep neural networks (DNNs) have been used extensively for automatic modulation classification (AMC), and the results have been quite promising. However, DNNs have high m…
Realizing Neural Decoder at the Edge with Ensembled BNN
Devannagari Vikas, Nancy Nayak, Sheetal Kalyani
In this work, we propose extreme compression techniques like binarization, ternarization for Neural Decoders such as TurboAE. These methods reduce memory and computation by a facto…