Niraj K. Jha

A heterogeneous microprocessor for energy-scalable sensor inference using genetic programming

2017

We present a heterogeneous microprocessor for IoE sensor-inference applications, which achieves programmability required for feature extraction strictly using application data. Acceleration, though key for energy efficiency, poses substantial programmability challenges. These are overcome by exploiting …

DOCTOR: A Multi-Disease Detection Continual Learning Framework Based on Wearable Medical Sensors

2023 · arXiv (Cornell University)

Modern advances in machine learning (ML) and wearable medical sensors (WMSs) in edge devices have enabled ML-driven disease detection for smart healthcare. Conventional ML-driven methods for disease detection rely on customizing individual models for each …

PAGE: Domain-Incremental Adaptation with Past-Agnostic Generative Replay for Smart Healthcare

2024 · arXiv (Cornell University)

We propose PAGE, a domain-incremental adaptation strategy with past-agnostic generative replay for smart healthcare. PAGE enables generative replay without the aid of any preserved data or information from prior domains. When adapting to a new …