no code implementations • 30 Apr 2024 • Marco Arazzi, Stefanos Koffas, Antonino Nocera, Stjepan Picek
In particular, the proposed attack can be carried out by one of the clients during the Federated Learning phase of FTL by identifying the optimal local for the trigger through XAI and encapsulating compressed information of the backdoor class.
no code implementations • 18 Apr 2024 • Marco Arazzi, Serena Nicolazzo, Antonino Nocera
Vertical Federated Learning (VFL) is a category of Federated Learning in which models are trained collaboratively among parties with vertically partitioned data.
no code implementations • 4 Apr 2024 • Marco Arazzi, Serena Nicolazzo, Antonino Nocera
The novel Internet of Things (IoT) paradigm is composed of a growing number of heterogeneous smart objects and services that are transforming architectures and applications, increasing systems' complexity, and the need for reliability and autonomy.
no code implementations • 12 Jan 2024 • Marco Arazzi, Antonino Nocera, Emanuele Storti
Recently, the Industry 5. 0 is gaining attention as a novel paradigm, defining the next concrete steps toward more and more intelligent, green-aware and user-centric digital systems.
no code implementations • 7 Jan 2024 • Sameera K. M., Serena Nicolazzo, Marco Arazzi, Antonino Nocera, Rafidha Rehiman K. A., Vinod P, Mauro Conti
Federated Learning (FL) has recently arisen as a revolutionary approach to collaborative training Machine Learning models.
no code implementations • 2 Oct 2023 • Marco Arazzi, Serena Nicolazzo, Antonino Nocera
With the number of connected smart devices expected to constantly grow in the next years, Internet of Things (IoT) solutions are experimenting a booming demand to make data collection and processing easier.
no code implementations • 4 Aug 2023 • Marco Arazzi, Mauro Conti, Stefanos Koffas, Marina Krcek, Antonino Nocera, Stjepan Picek, Jing Xu
In this work, we are the first (to the best of our knowledge) to investigate label inference attacks on VFL using a zero-background knowledge strategy.
1 code implementation • 17 May 2023 • Marco Arazzi, Marco Cotogni, Antonino Nocera, Luca Virgili
Social Networks represent one of the most important online sources to share content across a world-scale audience.
no code implementations • 9 May 2023 • Marco Arazzi, Mauro Conti, Antonino Nocera, Stjepan Picek
Recently, researchers have successfully employed Graph Neural Networks (GNNs) to build enhanced recommender systems due to their capability to learn patterns from the interaction between involved entities.
no code implementations • 24 Apr 2020 • Giovanni Quattrone, Antonino Nocera, Licia Capra, Daniele Quercia
Airbnb is one of the most successful examples of sharing economy marketplaces.