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

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

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

EEGformer: Transformer-Based Epilepsy Detection on Raw EEG Traces for Low-Channel-Count Wearable Continuous Monitoring Devices. - Paola Busia; Andrea Cossettini; Thorir Mar Ingolfsson; Simone Benatti; Alessio Burrello; Moritz Scherer 001; Matteo Antonio Scrugli; Paolo Meloni; Luca Benini (BioCAS, 2022)

Reducing neural architecture search spaces with training-free statistics and computational graph clustering. - Thorir Mar Ingolfsson; Mark Vero; Xiaying Wang; Lorenzo Lamberti; Luca Benini; Matteo Spallanzani (CF, 2022)

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

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

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

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

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

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

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

SzCORE: A Seizure Community Open-source Research Evaluation framework for the validation of EEG-based automated seizure detection algorithms. - 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 (CoRR, 2024)

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

Reducing False Alarms in Wearable Seizure Detection With EEGformer: A Compact Transformer Model for MCUs. - Paola Busia; Andrea Cossettini; Thorir Mar Ingolfsson; Simone Benatti; Alessio Burrello; Victor J. B. Jung; Moritz Scherer 001; Matteo Antonio Scrugli; Adriano Bernini; Pauline Ducouret; Philippe Ryvlin; Paolo Meloni; et al. (IEEE Trans. Biomed. Circuits Syst., 2024)

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

CEReBrO: Compact Encoder for Representations of Brain Oscillations Using Efficient Alternating Attention. - Alexandru Dimofte; Glenn Anta Bucagu; Thorir Mar Ingolfsson; Xiaying Wang; Andrea Cossettini; Luca Benini; Yawei Li 001 (CoRR, 2025)

FEMBA: Efficient and Scalable EEG Analysis with a Bidirectional Mamba Foundation Model. - Anna Tegon; Thorir Mar Ingolfsson; Xiaying Wang; Luca Benini; Yawei Li 001 (CoRR, 2025)

Finetuning and Quantization of EEG-Based Foundational BioSignal Models on ECG and PPG Data for Blood Pressure Estimation. - Bálint Tóth; Dominik Senti; Thorir Mar Ingolfsson; Jeffrey Zweidler; Alexandre Elsig; Luca Benini; Yawei Li 001 (CoRR, 2025)

GAPses: Versatile Smart Glasses for Comfortable and Fully-Dry Acquisition and Parallel Ultra-Low-Power Processing of EEG and EOG. - Sebastian Frey; Mattia Alberto Lucchini; Victor Javier Kartsch Morinigo; Thorir Mar Ingolfsson; Andrea Helga Bernardi; Michael Segessenmann; Jakub Osieleniec; Simone Benatti; Luca Benini; Andrea Cossettini (IEEE Trans. Biomed. Circuits Syst., 2025)

An Ultra-Low Power Wearable BMI System With Continual Learning Capabilities. - Lan Mei; Thorir Mar Ingolfsson; Cristian Cioflan; Victor Javier Kartsch Morinigo; Andrea Cossettini; Xiaying Wang; Luca Benini (IEEE Trans. Biomed. Circuits Syst., 2025)

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