Roblox's new AI moderation system scans entire game scenes in real time, catching harmful content most older systems would have missed entirely, and is already shutting down 5,000 servers daily.

Abstract: The field of federated learning faces a fundamental challenge posed by the non-independent and identically distributed (Non-IID) data among heterogeneous clients. Personalized federated ...