3 papers
Communication-Efficient Online Federated Learning Framework for Nonlinear Regression
Vinay Chakravarthi Gogineni, Stefan Werner, Yih-Fang Huang +1
Federated learning (FL) literature typically assumes that each client has a fixed amount of data, which is unrealistic in many practical applications. Some recent works introduced…
Algorithm/Architecture Co-design of Proportionate-type LMS Adaptive Filters for Sparse System Identification
Subrahmanyam Mula, Vinay Chakravarthi Gogineni, Anindya Sundar Dhar
This paper investigates the problem of implementing proportionate-type LMS family of algorithms in hardware for sparse adaptive filtering applications especially the network echo c…
VLSI Friendly Framework for Scalable Video Coding based on Compressed Sensing
B. K. N. Srinivasarao, Vinay Chakravarthi Gogineni, Subrahmanyam Mula +1
This paper presents a new VLSI friendly framework for scalable video coding based on Compressed Sensing (CS). It achieves scalability through 3-Dimensional Discrete Wavelet Transfo…