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Vega: A 10-Core SoC for IoT End-Nodes with DNN Acceleration and Cognitive Wake-Up From MRAM-Based State-Retentive Sleep Mode


Oct 18, 2021
Davide Rossi , Francesco Conti , Manuel Eggimann , Alfio Di Mauro , Giuseppe Tagliavini , Stefan Mach , Marco Guermandi , Antonio Pullini , Igor Loi , Jie Chen , Eric Flamand , Luca Benini

* 13 pages, 11 figures, 8 tables, journal paper 

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DNN is not all you need: Parallelizing Non-Neural ML Algorithms on Ultra-Low-Power IoT Processors


Jul 16, 2021
Enrico Tabanelli , Giuseppe Tagliavini , Luca Benini


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Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices


Jun 17, 2021
Thorir Mar Ingolfsson , Andrea Cossettini , Xiaying Wang , Enrico Tabanelli , Giuseppe Tagliavini , Philippe Ryvlin , Luca Benini , Simone Benatti

* 4 pages, 3 figures, 2 tables, preprint 

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Source Code Classification for Energy Efficiency in Parallel Ultra Low-Power Microcontrollers


Dec 12, 2020
Emanuele Parisi , Francesco Barchi , Andrea Bartolini , Giuseppe Tagliavini , Andrea Acquaviva


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DORY: Automatic End-to-End Deployment of Real-World DNNs on Low-Cost IoT MCUs


Aug 17, 2020
Alessio Burrello , Angelo Garofalo , Nazareno Bruschi , Giuseppe Tagliavini , Davide Rossi , Francesco Conti

* 14 pages, 13 figures, 4 tables, 2 listings. Submitted to IEEE Transactions on Computers 

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