6 papers
Quantum Sensing Applications in Consumer Electronics: Emerging Methods and Near-Term Use Cases
Sounak Bhowmik, Himanshu Thapliyal
Quantum sensing is emerging as a practical means of improving sensing capabilities in consumer electronics, particularly where size, power, and noise constrain classical approaches…
QML for Quantum Sensing under Measurement-Induced Information Loss
Sounak Bhowmik, Himanshu Thapliyal
Nitrogen-vacancy (NV) centers in diamond can serve as highly sensitive solid-state quantum sensors for high-sensitivity magnetometry. However, in the noisy intermediate-scale quant…
Quantum Transfer Learning to Boost Dementia Detection
Sounak Bhowmik, Talita Perciano, Himanshu Thapliyal
Dementia is a devastating condition with profound implications for individuals, families, and healthcare systems. Early and accurate detection of dementia is critical for timely in…
Quantum Properties Trojans (QuPTs) for Attacking Quantum Neural Networks
Sounak Bhowmik, Travis S. Humble, Himanshu Thapliyal
Quantum neural networks (QNN) hold immense potential for the future of quantum machine learning (QML). However, QNN security and robustness remain largely unexplored. In this work,…
Quantum Machine Learning for Anomaly Detection in Consumer Electronics
Sounak Bhowmik, Himanshu Thapliyal
Anomaly detection is a crucial task in cyber security. Technological advancement brings new cyber-physical threats like network intrusion, financial fraud, identity theft, and prop…
Transfer Learning Based Hybrid Quantum Neural Network Model for Surface Anomaly Detection
Sounak Bhowmik, Himanshu Thapliyal
The rapid increase in the volume of data increased the size and complexity of the deep learning models. These models are now more resource-intensive and time-consuming for training…