mamba

LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling
Topology-invariant, linear-complexity EEG foundation model; first systematic study of LeJEPA for biosignals.
Danaé Broustail, Anna Tegon, Thorir Mar Ingolfsson, Yawei Li, Luca Benini
PDF Project DOI
LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling
FEMBA on the Edge: Physiologically-Aware Pre-Training, Quantization, and Deployment of a Bidirectional Mamba EEG Foundation Model on an Ultra-Low Power Microcontroller
Physiologically-aware pre-training and INT8 deployment of a bidirectional Mamba EEG foundation model on a microcontroller.
Anna Tegon, Nicholas Lehmann, Yawei Li, Andrea Cossettini, Luca Benini, Thorir Mar Ingolfsson
PDF Project DOI
FEMBA on the Edge: Physiologically-Aware Pre-Training, Quantization, and Deployment of a Bidirectional Mamba EEG Foundation Model on an Ultra-Low Power Microcontroller
FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model
Bidirectional Mamba EEG foundation model that matches transformer accuracy while scaling linearly with sequence length.
Anna Tegon, Thorir Mar Ingolfsson, Xiaying Wang, Luca Benini, Yawei Li
PDF Code Project DOI
FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model