17 papers
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,…
Emotion Recognition in Older Adults with Quantum Machine Learning and Wearable Sensors
Md. Saif Hassan Onim, Travis S. Humble, Himanshu Thapliyal
We investigate the feasibility of inferring emotional states exclusively from physiological signals, thereby presenting a privacy-preserving alternative to conventional facial reco…
Emotion Detection in Older Adults Using Physiological Signals from Wearable Sensors
Md. Saif Hassan Onim, Andrew M. Kiselica, Himanshu Thapliyal
Emotion detection in older adults is crucial for understanding their cognitive and emotional well-being, especially in hospital and assisted living environments. In this work, we i…
Quantum-Hybrid Support Vector Machines for Anomaly Detection in Industrial Control Systems
Tyler Cultice, Md. Saif Hassan Onim, Annarita Giani +1
Sensitive data captured by Industrial Control Systems (ICS) play a large role in the safety and integrity of many critical infrastructures. Detection of anomalous or malicious data…