ProPACT forecasts suboptimal pair-programming states via XGBoost on joint attention and effort signals, then applies a hierarchical policy that improves debugging success and collaboration metrics in a 26-dyad study.
Electronic Journal of e-Learning23(4), 126–141 (2025) 15
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ProPACT: A Proactive AI-Driven Adaptive Collaborative Tutor for Pair Programming
ProPACT forecasts suboptimal pair-programming states via XGBoost on joint attention and effort signals, then applies a hierarchical policy that improves debugging success and collaboration metrics in a 26-dyad study.