[HTML][HTML] Achieving security and privacy in federated learning systems: Survey, research challenges and future directions
Federated learning (FL) allows a server to learn a machine learning (ML) model across
multiple decentralized clients that privately store their own training data. In contrast with …
multiple decentralized clients that privately store their own training data. In contrast with …
An overview of implementing security and privacy in federated learning
K Hu, S Gong, Q Zhang, C Seng, M Xia… - Artificial Intelligence …, 2024 - Springer
Federated learning has received a great deal of research attention recently, with privacy
protection becoming a key factor in the development of artificial intelligence. Federated …
protection becoming a key factor in the development of artificial intelligence. Federated …
Secure and privacy-preserving federated learning via co-utility
J Domingo-Ferrer, A Blanco-Justicia… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
The decentralized nature of federated learning, that often leverages the power of edge
devices, makes it vulnerable to attacks against privacy and security. The privacy risk for a …
devices, makes it vulnerable to attacks against privacy and security. The privacy risk for a …
Co-utile P2P ridesharing via decentralization and reputation management
Ridesharing has the potential to bring a wealth of benefits both to the actors directly involved
in the shared trip (eg, shared travel costs or access to high-occupancy vehicle facilities) and …
in the shared trip (eg, shared travel costs or access to high-occupancy vehicle facilities) and …
Co-utility: self-enforcing protocols for the mutual benefit of participants
Protocols govern the interactions between agents, both in the information society and in the
society at large. Protocols based on mutually beneficial cooperation are especially …
society at large. Protocols based on mutually beneficial cooperation are especially …
[图书][B] Technologies for modern digital entrepreneurship
AN Turi - 2020 - Springer
The fourth industrial revolution has created big tech winners and monopolistic companies
that lead the digital economy space today. The unfolding mount in the digital economy is …
that lead the digital economy space today. The unfolding mount in the digital economy is …
Preventing Sybil attacks in P2P file sharing networks based on the evolutionary game model
Abstract In cooperative Peer-to-Peer (P2P) networks, a number of users, called Free-riders,
try to receive service from others without cooperating with them. Some others, called Sybil …
try to receive service from others without cooperating with them. Some others, called Sybil …
Co-utile peer-to-peer decentralized computing
J Domingo-Ferrer, A Blanco-Justicia… - 2020 20th IEEE/ACM …, 2020 - ieeexplore.ieee.org
Outsourcing computation allows wielding huge computational power. Even though cloud
computing is the most usual type of outsourcing, resorting to idle edge devices for …
computing is the most usual type of outsourcing, resorting to idle edge devices for …
Collaborative and efficient privacy-preserving critical incident management system
When a critical incident occurs, timely location-based status messages (known as alerts)
conveyed by a witness present at the incident site to the competent authority constitute a key …
conveyed by a witness present at the incident site to the competent authority constitute a key …
Managing trust and detecting malicious groups in peer-to-peer iot networks
Peer-to-peer (P2P) networking is becoming prevalent in Internet of Thing (IoT) platforms due
to its low-cost low-latency advantages over cloud-based solutions. However, P2P …
to its low-cost low-latency advantages over cloud-based solutions. However, P2P …