Publications

Elisa Vasta, Thorir Mar Ingolfsson, Andrea Cossettini, Luca Benini, Tilman Beck, Emanuela Keller, Una Pale (2026). Evaluation of EEG Foundation Models for Event-Based Burst-Suppression Detection in ICU. arXiv preprint.

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Marija Zelic, Anna Tegon, Yawei Li, Thorir Mar Ingolfsson, Luca Benini (2026). PanLUNA: An Efficient and Robust Query-Unified Multimodal Model for Edge Biosignal Intelligence. In IEEE AICAS 2026.

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Danaé Broustail, Anna Tegon, Thorir Mar Ingolfsson, Yawei Li, Luca Benini (2026). LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling. In EUSIPCO 2026.

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Anna Tegon, Nicholas Lehmann, Yawei Li, Andrea Cossettini, Luca Benini, Thorir Mar Ingolfsson (2026). FEMBA on the Edge: Physiologically-Aware Pre-Training, Quantization, and Deployment of a Bidirectional Mamba EEG Foundation Model on an Ultra-Low Power Microcontroller. In IEEE TBME.

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Matteo Fasulo, Giusy Spacone, Thorir Mar Ingolfsson, Yawei Li, Luca Benini, Andrea Cossettini (2025). TinyMyo: A Tiny Foundation Model for Flexible EMG Signal Processing at the Edge. arXiv preprint.

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Berkay Döner, Thorir Mar Ingolfsson, Luca Benini, Yawei Li (2025). LUNA: Efficient and Topology-Agnostic Foundation Model for EEG Signal Analysis. In NeurIPS 2025.

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Bálint Tóth, Dominik Senti, Thorir Mar Ingolfsson, Jeffrey Zweidler, Alexandre Elsig, Luca Benini, Yawei Li (2025). Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation. In EMBC 2025.

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Anna Tegon, Thorir Mar Ingolfsson, Xiaying Wang, Luca Benini, Yawei Li (2025). FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model. In EMBC 2025.

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Jonathan Dan, Una Pale, Alireza Amirshahi, William Cappelletti, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Adriano Bernini, Luca Benini, Sándor Beniczky, David Atienza, Philippe Ryvlin (2025). SzCORE: Seizure Community Open-Source Research Evaluation Framework for EEG-Based Seizure Detection. In Epilepsia 66 (Suppl. 3).

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Thorir Mar Ingolfsson, Victor Javier Kartsch, Luca Benini, Andrea Cossettini (2025). A Wearable Ultra-Low-Power System for EEG-Based Speech-Imagery Interfaces. In IEEE TBioCAS 2025.

Alexandru Dimofte, Glenn Anta Bucagu, Thorir Mar Ingolfsson, Xiaying Wang, Andrea Cossettini, Luca Benini, Yawei Li (2025). CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention. arXiv:2501.10885 (2025).

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Thorir Mar Ingolfsson, Victor Javier Kartsch Morinigo, Andrea Cossettini, Xiaying Wang, Luca Benini (2024). VowelNet: Enhancing Communication with Wearable EEG-Based Vowel Imagery. In IEEE BioCAS 2024.

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Lan Mei, Cristian Cioflan, Thorir Mar Ingolfsson, Victor Kartsch, Andrea Cossettini, Xiaying Wang, Luca Benini (2024). Train-On-Request: An On-Device Continual Learning Workflow for Adaptive Real-World Brain-Machine Interfaces. In IEEE BioCAS 2024.

Sebastian Frey, Mattia Alberto Lucchini, Victor Kartsch, Thorir Mar Ingolfsson, Andrea Helga Bernardi, Michael Segessenmann, Jakub Osieleniec, Simone Benatti, Luca Benini, Andrea Cossettini (2024). GAPses: Versatile Smart Glasses for Comfortable and Fully-Dry Acquisition and Parallel Ultra-Low-Power Processing of EEG and EOG. In IEEE TBioCAS 2024.

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Luca Benfenati, Thorir Mar Ingolfsson, Andrea Cossettini, Daniele Jahier Pagliari, Alessio Burrello, Luca Benini (2024). BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring. In IEEE EMBC 2024.

PDF Dataset Project Preprint (arXiv) TUH EEG Corpus

Thorir Mar Ingolfsson, Xiaying Wang, Upasana Chakraborty, Simone Benatti, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sándor Beniczky, Luca Benini, Andrea Cossettini (2024). BrainFuseNet: Enhancing Wearable Seizure Detection Through EEG-PPG-Accelerometer Sensor Fusion and Efficient Edge Deployment. In IEEE TBioCAS.

Lan Mei, Thorir Mar Ingolfsson, Cristian Cioflan, Victor Kartsch, Andrea Cossettini, Xiaying Wang, Luca Benini (2024). An Ultra-Low Power Wearable BMI System with Continual Learning Capabilities. In IEEE TBioCAS 2024.

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Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Victor J. B. Jung, Moritz Scherer, Matteo A. Scrugli, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Paolo Meloni, Luca Benini (2024). Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. In IEEE TBioCAS 2024.

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Sergei Vostrikov, Thorir Mar Ingolfsson, Soley Hafthorsdottir, Christoph Leitner, Michele Magno, Luca Benini, Andrea Cossettini (2024). A Muscle Pennation Angle Estimation Framework From Raw Ultrasound Data for Wearable Biomedical Instrumentation. In IEEE TIM 2024.

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Yoga Esa Wibowo, Cristian Cioflan, Thorir Mar Ingolfsson, Michael Hersche, Leo Zhao, Abbas Rahimi, Luca Benini (2024). 12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning. In DATE 2024.

Lukas Schulthess, Thorir Mar Ingolfsson, Serin Huber, Marc Nölke, Michele Magno, Luca Benini, Christoph Leitner (2024). A Leap into the Future: Towards an Augmented Reality Learning Environment in Ski-Jumping. In Current Issues in Sport Science.

Thorir Mar Ingolfsson, Simone Benatti, Xiaying Wang, Adriano Bernini, Pauline Ducouret, Philippe Ryvlin, Sándor Beniczky, Luca Benini, Andrea Cossettini (2024). Minimizing Artifact-Induced False Alarms for Seizure Detection in Wearable EEG Devices with Gradient-Boosted Tree Classifiers. In Scientific Reports 14:2980 (2024).

PDF Cite Dataset Scientific Reports Article CHB-MIT Dataset

Lukas Schulthess, Thorir Mar Ingolfsson, Marc Nölke, Michele Magno, Luca Benini, Christoph Leitner (2023). Skilog: A Smart Sensor System for Performance Analysis and Biofeedback in Ski Jumping. In IEEE BioCAS 2023.

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Thorir Mar Ingolfsson, Upasana Chakraborty, Xiaying Wang, Sándor Beniczky, Pauline Ducouret, Simone Benatti, Philippe Ryvlin, Andrea Cossettini, Luca Benini (2023). EpiDeNet: An Energy-Efficient Approach to Seizure Detection for Embedded Systems. In BIOCAS.

Paola Busia, Andrea Cossettini, Thorir Mar Ingolfsson, Simone Benatti, Alessio Burrello, Moritz Scherer, Matteo Antonio Scrugli, Paolo Meloni, Luca Benini (2022). EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices. In BioCAS.

Thorir Mar Ingolfsson, Andrea Cossettini, Simone Benatti, Luca Benini (2022). Energy-Efficient Tree-Based EEG Artifact Detection. In EMBC.

Thorir Mar Ingolfsson, Mark Vero, Xiaying Wang, Lorenzo Lamberti, Luca Benini, Matteo Spallanzani (2022). Reducing Neural Architecture Search Spaces with Training-Free Statistics and Computational Graph Clustering. In CF22.

Thorir Mar Ingolfsson, Andrea Cossettini, Xiaying Wang, Enrico Tabanelli, Giuseppe Tagliavini, Philippe Ryvlin, Luca Benini, Simone Benatti (2021). Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices. In BIOCAS.

Thorir Mar Ingolfsson, Xiaying Wang, Michael Hersche, Alessio Burrello, Lukas Cavigelli, Luca Benini (2021). ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network. In AICAS.

Thorir Mar Ingolfsson, Michael Hersche, Xiaying Wang, Nobuaki Kobayashi, Lukas Cavigelli, Luca Benini (2020). EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain–Machine Interfaces. In SMC.