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Mehrab Bin Morshed

6 accepted papers

2026

HiMAE: Hierarchical Masked Autoencoders Discover Resolution-Specific Structure in Wearable Time Series

ICLR 2026poster

Wearable sensors provide abundant physiological time series observations, yet the resolution at which we should extract features for downstream tasks remain unclear. We hypothesize that temporal resolution is a fundamental axis of representation learning, with different clinical and behavioral outco…

Cited by 0SourcecodeScholar
2026

Physiology-Aware Masked Cross-Modal Reconstruction for Biosignal Representation Learning

ICML 2026poster

Biosignals acquired from different locations on the body often provide temporally ordered views of the same underlying physiological process. However, most existing self-supervised learning methods treat these signals as interchangeable views, overlooking the directional temporal dynamics that link …

Cited by 0SourceScholar
2025

Evaluation of Wearable Head BCG for PTT Measurement in Blood Pressure Intervention

ICASSP 2025accepted

This study evaluates the usability of wearable head ballistocardiography (BCG) in providing accurate pulse transit time (PTT) measurements during blood pressure (BP) interventions. Head BCG is a new technique enabling measurement of proximal aortic blood ejection from sensors placed at distal sites,…

Cited by 0SourceScholar
2025

Know Your Heart Better: Multimodal Cardiac Output Monitoring using Earbuds

ICASSP 2025accepted

Cardiac Output (CO) is a critical indicator of health, offering insights into cardiac dysfunction, acute stress responses, and cognitive decline. Traditional CO monitoring methods, like impedance cardiography, are invasive and impractical for daily use, leading to a gap in continuous, non-invasive m…

Cited by 0SourceScholar
2025

Optimizing Biomarkers from Earbud Ballistocardiogram: Calibration and Calibration-Free Algorithms for Accelerometer Axis Selection and Fusion

ICASSP 2025accepted

The earbud-based ballistocardiogram (BCG) assessment holds significant promise for monitoring diverse physiological signals, including stress, cardiac activity, and blood pressure. However, unlike traditional methods that measure the force component along the head-to-foot axis for enhanced BCG signa…

Cited by 0SourceScholar
2024

Core Body Temperature and its Role in Detecting Acute Stress: A Feasibility Study

ICASSP 2024accepted

Core body temperature (CBT) is one of the critical yet under-explored phenomena in the context of stress detection. Several CBT measurement methods exist, but they are often limited in continuous CBT monitoring. Furthermore, how continuous CBT can be used to model acute stress is little explored. We…

Cited by 0SourceScholar