Poisoning Attacks on Federated Learning for Autonomous Driving

no code implementations • 2 May 2024 • Sonakshi Garg, Hugo Jönsson, Gustav Kalander, Axel Nilsson, Bhhaanu Pirange, Viktor Valadi, Johan Östman

FLStealth, an untargeted attack, aims at providing model updates that deteriorate the global model performance while appearing benign.

Autonomous Driving Federated Learning +1

Fair Differentially Private Federated Learning Framework

no code implementations • 23 May 2023 • Ayush K. Varshney, Sonakshi Garg, Arka Ghosh, Sargam Gupta

Balancing privacy and fairness in FL is a challenge, as privacy requires protecting user data while fairness requires representative training data.

Fairness Federated Learning