Giovanni De Toni

Humans make better decisions when AI selectively reveals information, but only if the AI learns *when* to reveal it, outperforming both full disclosure and no disclosure.

A coordinated attack by just 1% of users can degrade recommendation quality by 20% in risk-controlling recommender systems, even with simple, algorithm-agnostic strategies.