Human-Aware AI: Asking What AI can do for you?

摘要

While we have witnessed extraordinary progress across various subfields of AI, the deployment of these systems in safety-critical and mission-critical domains has lagged behind. A key requirement for such deployments is the availability of AI systems capable of generating optimal behavior that can be formally verified and effectively used by non-AI experts from diverse backgrounds. While significant advances have been made toward building such systems, we still lack comprehensive formal frameworks to model and analyze the complex dynamics of human-AI interaction. In this talk, I will introduce the Human-Aware AI framework, a multi-agent planning framework specifically designed to support and reason about human-AI interaction. I will show how this framework provides novel solutions to challenges such as explainability, value alignment, and proactive assistance, and demonstrate its application in domains including intelligent tutoring systems, cybersecurity, and robotics.