827 citations
- Consorzio Nazionale Interuniversitario per le TelecomunicazioniIT17 papers
- University of PisaIT16 papers
- Scuola Normale SuperioreIT14 papers
- Pennsylvania State UniversityUS13 papers
- Centre National de la Recherche ScientifiqueFR11 papers
- Italian Institute of TechnologyIT11 papers
- University of CambridgeGB9 papers
- Leiden UniversityNL8 papers
- Khalifa University of Science and TechnologyAE7 papers
- National Research CouncilLK7 papers
- Center for Micro-BioRoboticsIT6 papers
- Politecnico di MilanoIT6 papers
182 papers
Leveraging systems' non-linearity to tackle the scarcity of data in the design of Intelligent Fault Diagnosis Systems
Giancarlo Santamato, Andrea Mattia Garavagno, Massimiliano Solazzi +1
Deep Transfer Learning (DTL) allows for the efficient building of Intelligent Fault Diagnosis Systems (IFDS). On the other hand, DTL methods still heavily rely on large amounts of…
An affordable hardware-aware neural architecture search for deploying convolutional neural networks on ultra-low-power computing platforms
Andrea Mattia Garavagno, Edoardo Ragusa, Antonio Frisoli +1
Hardware-aware neural architecture search (HW-NAS) allows the integration of Convolutional Neural Networks (CNNs) in microcontrollers devices by automatically designing neural arch…
On-Device Neural Architecture Search
Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +2
This paper proposes a new approach to near-sensor computing, in which a lightweight Neural Architecture Search (NAS) is performed directly on the deployment device to find the best…
Running hardware-aware neural architecture search on embedded devices under 512MB of RAM
Andrea Mattia Garavagno, Edoardo Ragusa, Paolo Gastaldo +1
This document proposes a novel approach to hardware-aware neural architecture search (HW NAS) that considers the resources available on the computing platform running it, enabling…
Statistical Model Checking of the Island Model: An Established Economic Agent-Based Model of Endogenous Growth
Stefano Blando, Giorgio Fagiolo, Daniele Giachini +2
Agent-based models (ABMs) are increasingly used to study complex economic phenomena such as endogenous growth, but their analysis typically relies on ad-hoc Monte Carlo exercises w…
Nonlinearity Compensation for Coherent Optical Satellite Communications
Stella Civelli, Luca Potì, Enrico Forestieri +1
Optical satellite uplinks rely on high-power optical amplifiers (HPOAs) to overcome free-space attenuation and enable long-distance transmission. However, at high power levels, fib…