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Factorizers for Distributed Sparse Block Codes


Mar 24, 2023
Michael Hersche, Aleksandar Terzic, Geethan Karunaratne, Jovin Langenegger, Angéline Pouget, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi

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In-memory factorization of holographic perceptual representations


Nov 09, 2022
Jovin Langenegger, Geethan Karunaratne, Michael Hersche, Luca Benini, Abu Sebastian, Abbas Rahimi

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* 23 pages, 4 figures, 1 extended data figure, 3 supplementary notes, 2 supplementary figures and 3 supplementary tables 

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In-memory Realization of In-situ Few-shot Continual Learning with a Dynamically Evolving Explicit Memory


Jul 14, 2022
Geethan Karunaratne, Michael Hersche, Jovin Langenegger, Giovanni Cherubini, Manuel Le Gallo-Bourdeau, Urs Egger, Kevin Brew, Sam Choi, INJO OK, Mary Claire Silvestre, Ning Li, Nicole Saulnier, Victor Chan, Ishtiaq Ahsan, Vijay Narayanan, Luca Benini, Abu Sebastian, Abbas Rahimi

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* Accepted at the European Solid-state Devices and Circuits Conference (ESSDERC), September 2022 

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Constrained Few-shot Class-incremental Learning


Mar 30, 2022
Michael Hersche, Geethan Karunaratne, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi

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* 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


Mar 29, 2022
Xiaying Wang, Michael Hersche, Michele Magno, Luca Benini

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


Mar 09, 2022
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


Mar 25, 2021
Thorir Mar Ingolfsson, Xiaying Wang, Michael Hersche, Alessio Burrello, Lukas Cavigelli, Luca Benini

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* 4 pages, 1 figure, 2 tables 

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


Feb 22, 2021
Xiaying Wang, Tibor Schneider, Michael Hersche, Lukas Cavigelli, Luca Benini

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Binarization Methods for Motor-Imagery Brain-Computer Interface Classification


Oct 14, 2020
Michael Hersche, Luca Benini, Abbas Rahimi

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EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces


May 31, 2020
Thorir Mar Ingolfsson, Michael Hersche, Xiaying Wang, Nobuaki Kobayashi, Lukas Cavigelli, Luca Benini

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* 8 pages, 6 figures, 5 tables 

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