FEMBA on the Edge: Physiologically-Aware Pre-Training, Quantization, and Deployment of a Bidirectional Mamba EEG Foundation Model on an Ultra-low Power Microcontroller
Fuente:
arXiv
Saved in:
| Main Authors: | Tegon, Anna, Lehmann, Nicholas, Li, Yawei, Cossettini, Andrea, Benini, Luca, Ingolfsson, Thorir Mar |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model
by: Tegon, Anna, et al.
Published: (2025)
by: Tegon, Anna, et al.
Published: (2025)
LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling
by: Broustail, Danaé, et al.
Published: (2026)
by: Broustail, Danaé, et al.
Published: (2026)
PanLUNA: An Efficient and Robust Query-Unified Multimodal Model for Edge Biosignal Intelligence
by: Zelic, Marija, et al.
Published: (2026)
by: Zelic, Marija, et al.
Published: (2026)
TinyMyo: a Tiny Foundation Model for Flexible EMG Signal Processing at the Edge
by: Fasulo, Matteo, et al.
Published: (2025)
by: Fasulo, Matteo, et al.
Published: (2025)
LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis
by: Döner, Berkay, et al.
Published: (2025)
by: Döner, Berkay, et al.
Published: (2025)
Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation
by: Tóth, Bálint, et al.
Published: (2025)
by: Tóth, Bálint, et al.
Published: (2025)
An Ultra-Low Power Wearable BMI System with Continual Learning Capabilities
by: Mei, Lan, et al.
Published: (2024)
by: Mei, Lan, et al.
Published: (2024)
CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention
by: Dimofte, Alexandru, et al.
Published: (2025)
by: Dimofte, Alexandru, et al.
Published: (2025)
Train-On-Request: An On-Device Continual Learning Workflow for Adaptive Real-World Brain Machine Interfaces
by: Mei, Lan, et al.
Published: (2024)
by: Mei, Lan, et al.
Published: (2024)
BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring
by: Benfenati, Luca, et al.
Published: (2024)
by: Benfenati, Luca, et al.
Published: (2024)
GAPses: Versatile smart glasses for comfortable and fully-dry acquisition and parallel ultra-low-power processing of EEG and EOG
by: Frey, Sebastian, et al.
Published: (2024)
by: Frey, Sebastian, et al.
Published: (2024)
SzCORE: A Seizure Community Open-source Research Evaluation framework for the validation of EEG-based automated seizure detection algorithms
by: Dan, Jonathan, et al.
Published: (2024)
by: Dan, Jonathan, et al.
Published: (2024)
Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration
by: Chen, Yujie, et al.
Published: (2025)
by: Chen, Yujie, et al.
Published: (2025)
12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning
by: Wibowo, Yoga Esa, et al.
Published: (2024)
by: Wibowo, Yoga Esa, et al.
Published: (2024)
A Parallel Ultra-Low Power Silent Speech Interface based on a Wearable, Fully-dry EMG Neckband
by: Meier, Fiona, et al.
Published: (2025)
by: Meier, Fiona, et al.
Published: (2025)
TinyDEVO: Deep Event-based Visual Odometry on Ultra-low-power Multi-core Microcontrollers
by: Marchei, Alessandro, et al.
Published: (2026)
by: Marchei, Alessandro, et al.
Published: (2026)
Optimal Brain Restoration for Joint Quantization and Sparsification of LLMs
by: Guo, Hang, et al.
Published: (2025)
by: Guo, Hang, et al.
Published: (2025)
Enhancing Performance, Calibration Time and Efficiency in Brain-Machine Interfaces through Transfer Learning and Wearable EEG Technology
by: Wang, Xiaying, et al.
Published: (2023)
by: Wang, Xiaying, et al.
Published: (2023)
Flexible and Fully Quantized Ultra-Lightweight TinyissimoYOLO for Ultra-Low-Power Edge Systems
by: Moosmann, Julian, et al.
Published: (2023)
by: Moosmann, Julian, et al.
Published: (2023)
BioGAP-Ultra: A Modular Edge-AI Platform for Wearable Multimodal Biosignal Acquisition and Processing
by: Frey, Sebastian, et al.
Published: (2025)
by: Frey, Sebastian, et al.
Published: (2025)
Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers
by: Scherer, Moritz, et al.
Published: (2024)
by: Scherer, Moritz, et al.
Published: (2024)
A Tiny Transformer for Low-Power Arrhythmia Classification on Microcontrollers
by: Busia, Paola, et al.
Published: (2024)
by: Busia, Paola, et al.
Published: (2024)
Trikarenos: A Fault-Tolerant RISC-V-based Microcontroller for CubeSats in 28nm
by: Rogenmoser, Michael, et al.
Published: (2023)
by: Rogenmoser, Michael, et al.
Published: (2023)
RDKV: Rate-Distortion Bit Allocation for Joint Eviction and Quantization of the KV Cache
by: Zhang, Junkai, et al.
Published: (2026)
by: Zhang, Junkai, et al.
Published: (2026)
SilentWear: an Ultra-Low Power Wearable System for EMG-based Silent Speech Recognition
by: Spacone, Giusy, et al.
Published: (2026)
by: Spacone, Giusy, et al.
Published: (2026)
Wearable and Ultra-Low-Power Fusion of EMG and A-Mode US for Hand-Wrist Kinematic Tracking
by: Spacone, Giusy, et al.
Published: (2025)
by: Spacone, Giusy, et al.
Published: (2025)
Revisiting Adaptive Rounding with Vectorized Reparameterization for LLM Quantization
by: Zhou, Yuli, et al.
Published: (2026)
by: Zhou, Yuli, et al.
Published: (2026)
Sub-Millisecond Event-Based Eye Tracking on a Resource-Constrained Microcontroller
by: Giordano, Marco, et al.
Published: (2025)
by: Giordano, Marco, et al.
Published: (2025)
A Spiking Neural Network Decoder for Implantable Brain Machine Interfaces and its Sparsity-aware Deployment on RISC-V Microcontrollers
by: Liao, Jiawei, et al.
Published: (2024)
by: Liao, Jiawei, et al.
Published: (2024)
GAP9Shield: A 150GOPS AI-capable Ultra-low Power Module for Vision and Ranging Applications on Nano-drones
by: Müller, Hanna, et al.
Published: (2024)
by: Müller, Hanna, et al.
Published: (2024)
Real-Time, Single-Ear, Wearable ECG Reconstruction, R-Peak Detection, and HR/HRV Monitoring
by: Santos, Carlos, et al.
Published: (2025)
by: Santos, Carlos, et al.
Published: (2025)
ListenToJESD204B: A Lightweight Open-Source JESD204B IP Core for FPGA-Based Ultrasound Acquisition systems
by: Bhattacharjee, Soumyo, et al.
Published: (2025)
by: Bhattacharjee, Soumyo, et al.
Published: (2025)
IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models
by: Guo, Hang, et al.
Published: (2024)
by: Guo, Hang, et al.
Published: (2024)
PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation
by: Chen, Yanlong, et al.
Published: (2025)
by: Chen, Yanlong, et al.
Published: (2025)
On-Device Vision Training, Deployment, and Inference on a Thumb-Sized Microcontroller
by: Ellis, Jeremy
Published: (2026)
by: Ellis, Jeremy
Published: (2026)
Accelerating Image-based Pest Detection on a Heterogeneous Multi-core Microcontroller
by: Bompani, Luca, et al.
Published: (2024)
by: Bompani, Luca, et al.
Published: (2024)
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
by: Jung, Victor J. B., et al.
Published: (2024)
by: Jung, Victor J. B., et al.
Published: (2024)
EdgeCodec: Onboard Lightweight High Fidelity Neural Compressor with Residual Vector Quantization
by: Hodo, Benjamin, et al.
Published: (2025)
by: Hodo, Benjamin, et al.
Published: (2025)
BiT-MamSleep: Bidirectional Temporal Mamba for EEG Sleep Staging
by: Zhou, Xinliang, et al.
Published: (2024)
by: Zhou, Xinliang, et al.
Published: (2024)
On-Device Training of Fully Quantized Deep Neural Networks on Cortex-M Microcontrollers
by: Deutel, Mark, et al.
Published: (2024)
by: Deutel, Mark, et al.
Published: (2024)
Similar Items
-
FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model
by: Tegon, Anna, et al.
Published: (2025) -
LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling
by: Broustail, Danaé, et al.
Published: (2026) -
PanLUNA: An Efficient and Robust Query-Unified Multimodal Model for Edge Biosignal Intelligence
by: Zelic, Marija, et al.
Published: (2026) -
TinyMyo: a Tiny Foundation Model for Flexible EMG Signal Processing at the Edge
by: Fasulo, Matteo, et al.
Published: (2025) -
LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis
by: Döner, Berkay, et al.
Published: (2025)