Convolutional Neural Network based Traffic-Sign Classifier Optimized for Edge Inference. - B. B. Shabarinath; P. Muralidhar (TENCON, 2020)

Custom-IP for Gradient Descent Optimization based on Hardware/Software Co-design Paradigm. - B. B. Shabarinath; P. Muralidhar (VDAT, 2020)

Epileptic Seizure Inference using Kernalized SVM with integrated training on PYNQ Z2. - B. B. Shabarinath; P. Muralidhar (iSES, 2022)

PYNQ Overlay for SVM-based Melanoma Classification with Learning Ability. - B. B. Shabarinath; Bore Sathwik Vamshi; Rudrangi Manjunath; P. Suraj Reddy; P. Muralidhar (ICCCNT, 2023)

SoC-based real-time SVM classification with integrated training using HLS and PYNQ. - B. B. Shabarinath; Muralidhar Pullakandam (Microprocess. Microsystems, 2023)

Embedded Hardware-Efficient FPGA Architecture for SVM Learning and Inference. - B. B. Shabarinath; Muralidhar Pullakandam (IEEE Access, 2025)