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Constrained Few-shot Class-incremental Learning



Michael Hersche , Geethan Karunaratne , Giovanni Cherubini , Luca Benini , Abu Sebastian , Abbas Rahimi

* CVPR 2022 camera-ready version 

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MI-BMInet: An Efficient Convolutional Neural Network for Motor Imagery Brain--Machine Interfaces with EEG Channel Selection



Xiaying Wang , Michael Hersche , Michele Magno , Luca Benini


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A Neuro-vector-symbolic Architecture for Solving Raven's Progressive Matrices



Michael Hersche , Mustafa Zeqiri , Luca Benini , Abu Sebastian , Abbas Rahimi


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ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional Network



Thorir Mar Ingolfsson , Xiaying Wang , Michael Hersche , Alessio Burrello , Lukas Cavigelli , Luca Benini

* 4 pages, 1 figure, 2 tables 

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Mixed-Precision Quantization and Parallel Implementation of Multispectral Riemannian Classification for Brain--Machine Interfaces



Xiaying Wang , Tibor Schneider , Michael Hersche , Lukas Cavigelli , Luca Benini


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Binarization Methods for Motor-Imagery Brain-Computer Interface Classification



Michael Hersche , Luca Benini , Abbas Rahimi


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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

* 8 pages, 6 figures, 5 tables 

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An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing



Xiaying Wang , Michael Hersche , Batuhan Tömekce , Burak Kaya , Michele Magno , Luca Benini


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Q-EEGNet: an Energy-Efficient 8-bit Quantized Parallel EEGNet Implementation for Edge Motor-Imagery Brain--Machine Interfaces



Tibor Schneider , Xiaying Wang , Michael Hersche , Lukas Cavigelli , Luca Benini


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