2 papers
cs.LG2025
Learning to Optimize Feedback for One Million Students: Insights from Multi-Armed and Contextual Bandits in Large-Scale Online Tutoring
Robin Schmucker, Nimish Pachapurkar, Shanmuga Bala +2
We present an online tutoring system that learns to provide effective feedback to students after they answer questions incorrectly. Using data from one million students, the system…
cs.CY2025
AI Mentors for Student Projects: Spotting Early Issues in Computer Science Proposals
Gati Aher, Robin Schmucker, Tom Mitchell +1
When executed well, project-based learning (PBL) engages students' intrinsic motivation, encourages students to learn far beyond a course's limited curriculum, and prepares student…