301 citations · 1.5k across the 70 of their papers we have counts for
9 papers · 1 filter
AXI-REALM: A Lightweight and Modular Interconnect Extension for Traffic Regulation and Monitoring of Heterogeneous Real-Time SoCs
Thomas Benz, Alessandro Ottaviano, Robert Balas +4
The increasing demand for heterogeneous functionality in the automotive industry and the evolution of chip manufacturing processes have led to the transition from federated to inte…
SplitBeam: Effective and Efficient Beamforming in Wi-Fi Networks Through Split Computing
Niloofar Bahadori, Yoshitomo Matsubara, Marco Levorato +1
Modern IEEE 802.11 (Wi-Fi) networks extensively rely on multiple-input multiple-output (MIMO) to significantly improve throughput. To correctly beamform MIMO transmissions, the acc…
SINF: Semantic Neural Network Inference with Semantic Subgraphs
A. Q. M. Sazzad Sayyed, Francesco Restuccia
This paper proposes Semantic Inference (SINF) that creates semantic subgraphs in a Deep Neural Network(DNN) based on a new Discriminative Capability Score (DCS) to drastically redu…
Wi-BFI: Extracting the IEEE 802.11 Beamforming Feedback Information from Commercial Wi-Fi Devices
Khandaker Foysal Haque, Francesca Meneghello, Francesco Restuccia
Recently, researchers have shown that the beamforming feedback angles (BFAs) used for Wi-Fi multiple-input multiple-output (MIMO) operations can be effectively leveraged as a proxy…
Adversarial Attacks to Latent Representations of Distributed Neural Networks in Split Computing
Milin Zhang, Mohammad Abdi, Jonathan Ashdown +1
Distributed deep neural networks (DNNs) have been shown to reduce the computational burden of mobile devices and decrease the end-to-end inference latency in edge computing scenari…
SiMWiSense: Simultaneous Multi-Subject Activity Classification Through Wi-Fi Signals
Khandaker Foysal Haque, Milin Zhang, Francesco Restuccia
Recent advances in Wi-Fi sensing have ushered in a plethora of pervasive applications in home surveillance, remote healthcare, road safety, and home entertainment, among others. Mo…
BeamSense: Rethinking Wireless Sensing with MU-MIMO Wi-Fi Beamforming Feedback
Khandaker Foysal Haque, Milin Zhang, Francesca Meneghello +1
In this paper, we propose BeamSense, a completely novel approach to implement standard-compliant Wi-Fi sensing applications. Wi-Fi sensing enables game-changing applications in rem…
Exposing the CSI: A Systematic Investigation of CSI-based Wi-Fi Sensing Capabilities and Limitations
Marco Cominelli, Francesco Gringoli, Francesco Restuccia
Thanks to the ubiquitous deployment of Wi-Fi hotspots, channel state information (CSI)-based Wi-Fi sensing can unleash game-changing applications in many fields, such as healthcare…
A-UAV: Application-Aware Content and Network Optimization of Edge-Assisted UAV Systems
Andrea Coletta, Flavio Giorgi, Gaia Maselli +4
To perform advanced surveillance, Unmanned Aerial Vehicles (UAVs) require the execution of edge-assisted computer vision (CV) tasks. In multi-hop UAV networks, the successful trans…