no code implementations • 1 Mar 2024 • Milin Zhang, Mohammad Abdi, Shahriar Rifat, Francesco Restuccia
As such, in this paper we formulate and investigate the resilience of entropy models to intentional interference (e. g., adversarial attacks) and unintentional interference (e. g., weather changes and motion blur).
no code implementations • 15 Feb 2024 • Khandaker Foysal Haque, Francesca Meneghello, Md. Ebtidaul Karim, Francesco Restuccia
Our intuition is that the transmission of the portion of the video frames where there are no changes with respect to previous frames can be avoided.
no code implementations • 14 Feb 2024 • Kai Wu, Jacopo Pegoraro, Francesca Meneghello, J. Andrew Zhang, Jesus O. Lacruz, Joerg Widmer, Francesco Restuccia, Michele Rossi, Xiaojing Huang, Daqing Zhang, Giuseppe Caire, Y. Jay Guo
Integrated Sensing and Communications (ISAC) has been identified as a pillar usage scenario for the impending 6G era.
no code implementations • 12 Oct 2023 • Niloofar Bahadori, Yoshitomo Matsubara, Marco Levorato, Francesco Restuccia
However, the size of the matrix grows with the number of antennas and subcarriers, resulting in an increasing amount of airtime overhead and computational load at the station.
no code implementations • 2 Oct 2023 • Sazzad Sayyed, Jonathan Ashdown, Francesco Restuccia
In short, SINF (i) identifies the semantic cluster the object belongs to using a small additional classifier and (ii) executes the subgraph extracted from the base DNN related to that semantic cluster for inference.
1 code implementation • 29 Sep 2023 • Milin Zhang, Mohammad Abdi, Francesco Restuccia
Our experimental results support our theoretical findings by showing that the compressed latent representations can reduce the success rate of adversarial attacks by 88% in the best case and by 57% on the average compared to attacks to the input space.
1 code implementation • 2 Feb 2023 • Marco Cominelli, Francesco Gringoli, Francesco Restuccia
We leverage our dataset to dissect the performance of a state-of-the-art sensing framework across different environments and individuals.
no code implementations • 16 Jan 2023 • Andrea Coletta, Flavio Giorgi, Gaia Maselli, Matteo Prata, Domenicomichele Silvestri, Jonathan Ashdown, Francesco Restuccia
For this reason, we propose a novel A$^2$-UAV framework to optimize the number of correctly executed tasks at the edge.
no code implementations • 29 Aug 2022 • Priyangshu Sen, Jacob Hall, Michele Polese, Vitaly Petrov, Duschia Bodet, Francesco Restuccia, Tommaso Melodia, Josep M. Jornet
Next-generation wireless networks will leverage the spectrum above 100 GHz to enable ultra-high data rate communications over multi-GHz-wide bandwidths.
1 code implementation • 15 Apr 2022 • 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 the move.
no code implementations • 11 Jan 2022 • Davide Callegaro, Francesco Restuccia, Marco Levorato
We extensively evaluate SmartDet on a real-world testbed composed of a JetSon Nano as mobile device and a GTX 980 Ti as edge server, connected through a Wi-Fi link.
2 code implementations • 7 Jan 2022 • Yoshitomo Matsubara, Davide Callegaro, Sameer Singh, Marco Levorato, Francesco Restuccia
We show that BottleFit decreases power consumption and latency respectively by up to 49% and 89% with respect to (w. r. t.)
1 code implementation • 7 Dec 2021 • Peyman Tehrani, Francesco Restuccia, Marco Levorato
Next Generation (NextG) networks are expected to support demanding tactile internet applications such as augmented reality and connected autonomous vehicles.
no code implementations • 20 Oct 2021 • Leonardo Bonati, Pedram Johari, Michele Polese, Salvatore D'Oro, Subhramoy Mohanti, Miead Tehrani-Moayyed, Davide Villa, Shweta Shrivastava, Chinenye Tassie, Kurt Yoder, Ajeet Bagga, Paresh Patel, Ventz Petkov, Michael Seltser, Francesco Restuccia, Abhimanyu Gosain, Kaushik R. Chowdhury, Stefano Basagni, Tommaso Melodia
In this paper, we introduce Colosseum as a testbed that is for the first time open to the research community.
no code implementations • 8 May 2021 • Mauro Piva, Gaia Maselli, Francesco Restuccia
Recent work, however, has unveiled that time-varying channel conditions can significantly decrease the accuracy of the RFP process.
19 code implementations • 8 Mar 2021 • Yoshitomo Matsubara, Marco Levorato, Francesco Restuccia
Mobile devices such as smartphones and autonomous vehicles increasingly rely on deep neural networks (DNNs) to execute complex inference tasks such as image classification and speech recognition, among others.
no code implementations • 5 Mar 2021 • Salvatore D'Oro, Francesco Restuccia, Tommaso Melodia
Results show that Chares increases the accuracy up to 4. 1x when no waveform synthesis is performed, by 1. 9x with respect to existing work, and can compute new actions within 41us.
no code implementations • 10 Feb 2021 • Leonardo Bonati, Salvatore D'Oro, Francesco Restuccia, Stefano Basagni, Tommaso Melodia
Differently from previous work, however, it takes a full-stack approach to steganography, contributing an LTE-compliant steganographic protocol stack for PCCaaS-based communications, and packet schedulers and operations to embed covert data streams on top of traditional cellular traffic (primary traffic).
Networking and Internet Architecture Cryptography and Security
1 code implementation • 28 Dec 2020 • Michele Polese, Francesco Restuccia, Tommaso Melodia
To do so, existing solutions mostly rely on explicit coordination between the transmitter (TX) and the receiver (RX), which significantly reduces the airtime available for communication and further complicates the network protocol design.
Networking and Internet Architecture Information Theory Information Theory
no code implementations • 12 Mar 2019 • Francesco Restuccia, Tommaso Melodia
RFLearn provides (i) a complete hardware/software architecture where the CPU, radio transceiver and learning/actuation circuits are tightly connected for maximum performance; and (ii) a learning circuit design framework where the latency vs. hardware resource consumption trade-off can explored.
no code implementations • 23 Jan 2019 • Jithin Jagannath, Nicholas Polosky, Anu Jagannath, Francesco Restuccia, Tommaso Melodia
The Internet of Things (IoT) is expected to require more effective and efficient wireless communications than ever before.
Networking and Internet Architecture