260 citations · 809 across the 29 of their papers we have counts for
6 papers · 1 filter
Energy Consumption of Neural Networks on NVIDIA Edge Boards: an Empirical Model
Seyyidahmed Lahmer, Aria Khoshsirat, Michele Rossi +1
Recently, there has been a trend of shifting the execution of deep learning inference tasks toward the edge of the network, closer to the user, to reduce latency and preserve data…
Energy Efficient Deployment and Orchestration of Computing Resources at the Network Edge: a Survey on Algorithms, Trends and Open Challenges
Neda Shalavi, Giovanni Perin, Andrea Zanella +1
Mobile networks are becoming energy hungry, and this trend is expected to continue due to a surge in communication and computation demand. Multi-access Edge Computing (MEC), will e…
Human Tracking with mmWave Radars: a Deep Learning Approach with Uncertainty Estimation
Jacopo Pegoraro, Michele Rossi
mmWave radars have recently gathered significant attention as a means to track human movement within indoor environments. Widely adopted Kalman filter tracking methods experience p…
SPARCS: A Sparse Recovery Approach for Integrated Communication and Human Sensing in mmWave Systems
Jacopo Pegoraro, Jesus Omar Lacruz, Michele Rossi +1
A well established method to detect and classify human movements using Millimeter-Wave ( mmWave) devices is the time-frequency analysis of the small-scale Doppler effect (termed mi…
DeepCSI: Rethinking Wi-Fi Radio Fingerprinting Through MU-MIMO CSI Feedback Deep Learning
Francesca Meneghello, Michele Rossi, Francesco Restuccia
We present DeepCSI, a novel approach to Wi-Fi radio fingerprinting (RFP) which leverages standard-compliant beamforming feedback matrices to authenticate MU-MIMO Wi-Fi devices on t…
SHED: A Newton-type algorithm for federated learning based on incremental Hessian eigenvector sharing
Nicolò Dal Fabbro, Subhrakanti Dey, Michele Rossi +1
There is a growing interest in the distributed optimization framework that goes under the name of Federated Learning (FL). In particular, much attention is being turned to FL scena…