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Pruning In Time (PIT): A Lightweight Network Architecture Optimizer for Temporal Convolutional Networks



Matteo Risso , Alessio Burrello , Daniele Jahier Pagliari , Francesco Conti , Lorenzo Lamberti , Enrico Macii , Luca Benini , Massimo Poncino

* 2021 58th ACM/IEEE Design Automation Conference (DAC), 2021, pp. 1015-1020 

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TCN Mapping Optimization for Ultra-Low Power Time-Series Edge Inference



Alessio Burrello , Alberto Dequino , Daniele Jahier Pagliari , Francesco Conti , Marcello Zanghieri , Enrico Macii , Luca Benini , Massimo Poncino

* 2021 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) 

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Vau da muntanialas: Energy-efficient multi-die scalable acceleration of RNN inference



Gianna Paulin , Francesco Conti , Lukas Cavigelli , Luca Benini

* IEEE Transactions on Circuits and Systems I: Regular Papers, IEEE, Volume: 69, Issue: 1, January 2022, Date of Publication (Early Access) 30 July 2021 

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A Heterogeneous In-Memory Computing Cluster For Flexible End-to-End Inference of Real-World Deep Neural Networks



Angelo Garofalo , Gianmarco Ottavi , Francesco Conti , Geethan Karunaratne , Irem Boybat , Luca Benini , Davide Rossi

* 14 pages (not including final biography page), 13 figures (excluded authors pictures) 

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



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

* 14 pages 

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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



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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Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power Autonomous Flying Nano-UAVs



Daniele Palossi , Nicky Zimmerman , Alessio Burrello , Francesco Conti , Hanna Müller , Luca Maria Gambardella , Luca Benini , Alessandro Giusti , Jérôme Guzzi

* 15 pages, 15 figures, 4 tables. This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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Multiscale Anisotropic Harmonic Filters on non Euclidean domains



Francesco Conti , Gaetano Scarano , Stefania Colonnese

* 5 pages, 10 figures, submitted to EUSIPCO 

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



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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Always-On 674uW @ 4GOP/s Error Resilient Binary Neural Networks with Aggressive SRAM Voltage Scaling on a 22nm IoT End-Node



Alfio Di Mauro , Francesco Conti , Pasquale Davide Schiavone , Davide Rossi , Luca Benini

* Submitted to ISICAS2020 journal special issue 

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