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Picture for Manuele Rusci

A TinyML Platform for On-Device Continual Learning with Quantized Latent Replays

Oct 20, 2021
Leonardo Ravaglia, Manuele Rusci, Davide Nadalini, Alessandro Capotondi, Francesco Conti, Luca Benini

* 14 pages 

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Leveraging Automated Mixed-Low-Precision Quantization for tiny edge microcontrollers

Aug 12, 2020
Manuele Rusci, Marco Fariselli, Alessandro Capotondi, Luca Benini

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Robust navigation with tinyML for autonomous mini-vehicles

Jul 01, 2020
Miguel de Prado, Romain Donze, Alessandro Capotondi, Manuele Rusci, Serge Monnerat, Luca Benini and, Nuria Pazos

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PULP-NN: Accelerating Quantized Neural Networks on Parallel Ultra-Low-Power RISC-V Processors

Aug 29, 2019
Angelo Garofalo, Manuele Rusci, Francesco Conti, Davide Rossi, Luca Benini

* 13 pages, 11 figures, 2 tables 

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Memory-Driven Mixed Low Precision Quantization For Enabling Deep Network Inference On Microcontrollers

May 30, 2019
Manuele Rusci, Alessandro Capotondi, Luca Benini

* Submitted to NeurIPS 2019 

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Design Automation for Binarized Neural Networks: A Quantum Leap Opportunity?

Nov 21, 2017
Manuele Rusci, Lukas Cavigelli, Luca Benini

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