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Shi-Hao Wang

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#artificial intelligence Preprint Sep 2026

A Risk-Adaptive and Evidence-Constrained Framework for Generative AI Feedback in Programming Education

A risk-adaptive, evidence-constrained framework for introductory programming using 2993 failed-submission states from 215 students that connects prediction, decision-making, and grounded generation while keeping their evaluation outcomes distinct.

Shi-Hao Wang · 0 citations