Showing 2026 · cs.CYShow all
3 papers · 2 filters
cs.CY2026
Beyond "I Can't Help With That": How Child Safety Experts Evaluate AI Chatbot Safety
Hannah Cha, Neha Shukla, Solon Barocas +3
Youth increasingly turn to AI chatbots for social and emotional support, raising concerns about how these systems respond, especially in high-stakes situations. However, existing c…
cs.CY2026
Identifying Harm in Personalized, Generative AI Systems Requires User-Centered Auditing at the Interaction Level
Hannah Cha
Personalized, generative AI systems increasingly adapt their behavior to individual users over time, fundamentally changing model behavior. While existing auditing approaches have…
cs.CY2026
Effects of Generative AI Errors on User Reliance Across Task Difficulty
Jacy Reese Anthis, Hannah Cha, Solon Barocas +2
The capabilities of artificial intelligence (AI) lie along a jagged frontier, where AI systems surprisingly fail on tasks that humans find easy and succeed on tasks that humans fin…