Continual Learning

IEEE BioCAS 2024
Oral presentation of VowelNet and poster presentation of Train-on-Request at IEEE BioCAS 2024 in Xi’an.
17 Oct 2024 Xi'an International Conference Center, Xi'an, China
Slides VowelNet oral slides Train-on-Request poster PDF VowelNet publication Train-on-Request publication
IEEE BioCAS 2024
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 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
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning
On-device online few-shot class-incremental learning at 12 mJ per class for extreme-edge systems.
Yoga Esa Wibowo, Cristian Cioflan, Thorir Mar Ingolfsson, Michael Hersche, Leo Zhao, Abbas Rahimi, Luca Benini
PDF DOI