GUIDE: Enhancing Gradient Inversion Attacks in Federated Learning with Denoising Models
Authors: Vincenzo Carletti, Pasquale Foggia, Carlo Mazzocca, Giuseppe Parrella, Mario Vento | Published: 2025-10-20
Federated Learning
Fairness-Constrained Optimization Attack in Federated Learning
Authors: Harsh Kasyap, Minghong Fang, Zhuqing Liu, Carsten Maple, Somanath Tripathy | Published: 2025-10-14
Federated Learning in the Wild: A Comparative Study for Cybersecurity under Non-IID and Unbalanced Settings
Authors: Roberto Doriguzzi-Corin, Petr Sabel, Silvio Cretti, Silvio Ranise | Published: 2025-09-22
Secure UAV-assisted Federated Learning: A Digital Twin-Driven Approach with Zero-Knowledge Proofs
Authors: Md Bokhtiar Al Zami, Md Raihan Uddin, Dinh C. Nguyen | Published: 2025-09-17
Cyber Threat Hunting: Non-Parametric Mining of Attack Patterns from Cyber Threat Intelligence for Precise Threats Attribution
Authors: Rimsha Kanwal, Umara Noor, Zafar Iqbal, Zahid Rashid | Published: 2025-09-15
Federated Learning: An approach with Hybrid Homomorphic Encryption
Authors: Pedro Correia, Ivan Silva, Ivone Amorim, Eva Maia, Isabel Praça | Published: 2025-09-03
Information-Theoretic Decentralized Secure Aggregation with Collusion Resilience
Authors: Xiang Zhang, Zhou Li, Shuangyang Li, Kai Wan, Derrick Wing Kwan Ng, Giuseppe Caire | Published: 2025-08-01 | Updated: 2025-10-22
Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning
Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
Secure Distributed Learning for CAVs: Defending Against Gradient Leakage with Leveled Homomorphic Encryption
Authors: Muhammad Ali Najjar, Ren-Yi Huang, Dumindu Samaraweera, Prashant Shekhar | Published: 2025-06-09
A Scalable Hierarchical Intrusion Detection System for Internet of Vehicles
Authors: Md Ashraf Uddin, Nam H. Chu, Reza Rafeh, Mutaz Barika | Published: 2025-05-22