Frontiers

AI and Imaging for Oral Cancer Diagnosis and Prognosis

The integration of artificial intelligence (AI) with imaging has emerged as a transformative force in the field of oral ...

The Theory That Gives Trump a Blank Check for Aggression

Trump’s penchant for theatrics and bombast, his obsession with status and his use of power to enrich himself and his family — ...
IEEE

Securing Federated Learning Against Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection on Local Updates

Abstract: Current defense mechanisms against model poisoning attacks in federated learning (FL) systems have proven effective up to a certain threshold of malicious clients (e.g., 25% to 50%). In this ...
IEEE

FedMAO: Federated Learning With Model Alignment and Two-Stage Optimization

Federated Learning (FL) aims to collaboratively train a global model using decentralized data residing on edge device clients, thereby effectively preserving user data privacy. The inherent challenge ...