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Xiang Yin

2 papers indexed

arxiveess.SYcs.RO2026-07-15

Information-Theoretic Adaptive Cooling for Deterministic MPPI via Entropy Feedback

Shuqi Wang, Wenrong Sun, Tao Han, Yue Gao, Xiang Yin

This paper investigates deterministic optimal control using Model Predictive Path Integral (MPPI) control, a sampling-based and derivative-free framework well suited for systems with complex dynamics and nonsmooth objectives. In deterministic MPPI, the temperature must be driven…

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arxivcs.CV2026-06-27

Stochastic Optimal Control Sampling for Diffusion Inverse Problems

Jie Zhang, Youmei Qiu, Hanling Tian, Jingyuan Zhang, Xiang Yin, Xiaolin Huang

Benefiting from the strong ability to capture data distributions, diffusion models have become powerful tools for solving image inverse problems. The key is to controllably steer the sampling trajectory toward the measurements while respecting the diffusion prior. In this work, w…

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