Federated Learning

An Efficient Gradient-Based Inference Attack for Federated Learning

Authors: Pablo Montaña-Fernández, Ines Ortega-Fernandez | Published: 2025-12-17
Privacy Analysis
Performance Evaluation
Federated Learning

Secure and Privacy-Preserving Federated Learning for Next-Generation Underground Mine Safety

Authors: Mohamed Elmahallawy, Sanjay Madria, Samuel Frimpong | Published: 2025-12-09
Privacy Assurance
Privacy Analysis
Federated Learning

Scaling Trust in Quantum Federated Learning: A Multi-Protocol Privacy Design

Authors: Dev Gurung, Shiva Raj Pokhrel | Published: 2025-12-03
Privacy Protection
Differential Privacy
Federated Learning

Quantum Vanguard: Server Optimized Privacy Fortified Federated Intelligence for Future Vehicles

Authors: Dev Gurung, Shiva Raj Pokhrel | Published: 2025-12-02
Privacy Protection
Federated Learning
Quantum Cryptanalysis

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
Privacy Analysis
Reconstruction Attack
Federated Learning

Fairness-Constrained Optimization Attack in Federated Learning

Authors: Harsh Kasyap, Minghong Fang, Zhuqing Liu, Carsten Maple, Somanath Tripathy | Published: 2025-10-14
Trigger Detection
Bias
Federated Learning

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
Client Selection Method
Adversarial Learning
Federated Learning

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
Energy Management
デジタルツイン技術
Federated Learning

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
Algorithm
脅威モデリング自動化
Federated Learning

Federated Learning: An approach with Hybrid Homomorphic Encryption

Authors: Pedro Correia, Ivan Silva, Ivone Amorim, Eva Maia, Isabel Praça | Published: 2025-09-03
Integration of FL and HE
Privacy Design Principles
Federated Learning