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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★ 1 cited
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…