brain-machine interface

Train-On-Request: An On-Device Continual Learning Workflow for Adaptive Real-World Brain-Machine Interfaces
On-device continual learning for wearable BMIs that reaches 92% accuracy with 1.6 min recalibration and 1 mJ training steps.
Lan Mei, Cristian Cioflan, Thorir Mar Ingolfsson, Victor Kartsch, Andrea Cossettini, Xiaying Wang, Luca Benini
PDF Code Preprint (arXiv) GitHub Repository DOI
An Ultra-Low Power Wearable BMI System with Continual Learning Capabilities
Continual-learning BMI on GAP9 that improves accuracy by up to 30% while sustaining 25-hour wearable operation.
Lan Mei, Thorir Mar Ingolfsson, Cristian Cioflan, Victor Kartsch, Andrea Cossettini, Xiaying Wang, Luca Benini
PDF Preprint (arXiv) DOI