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Yu-Dong Lin

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#machine learning Preprint Oct 2026

UniIntervene++: An Adaptive Intervention Agent for Efficient Real-World Reinforcement Learning

Online reinforcement learning (RL) enables robot policies to improve through physical interaction, but the assistance they require changes as their competence evolves. Existing intervention strategies based on offline estimates or fixed decision rules can therefore become mismatched to the current policy. To address th...

Yu-Dong Lin, Hao-Yuan Deng, Zhuo-Xuan Yuan et al. · 0 citations

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