3 papers
cs.CL2026
PulseLM: A Foundation Dataset and Benchmark for PPG-Text Learning
Hung Manh Pham, Jinyang Wu, Xiao Ma +6
Photoplethysmography (PPG) is a widely used non-invasive sensing modality for continuous cardiovascular and physiological monitoring across clinical, laboratory, and wearable setti…
cs.LG2025
EmbodiTTA: Resource-Efficient Test-Time Adaptation for Embodied Visual Systems
Xiao Ma, Young D. Kwon, Dong Ma
Continual Test-time adaptation (CTTA) continuously adapts the deployed model on every incoming batch of data. While achieving optimal accuracy, existing CTTA approaches present poo…
cs.LG2024
DiTMoS: Delving into Diverse Tiny-Model Selection on Microcontrollers
Xiao Ma, Shengfeng He, Hezhe Qiao +1
Enabling efficient and accurate deep neural network (DNN) inference on microcontrollers is non-trivial due to the constrained on-chip resources. Current methodologies primarily foc…