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Bangyan Liao

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Preprint Aug 2026

Path Integral Value Matching for Linear Quadratic Stochastic Optimal Control

Linear Quadratic Stochastic Optimal Control (LQ-SOC) establishes a fundamental framework for steering noisy dynamical systems and has recently gained renewed interest in the machine learning community. However, current state-of-the-art policy-based methods suffer from prohibitive computational costs and instability due...

Bangyan Liao, Cheng-Lei Yu, Yuchen Yang et al. · 0 citations

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