Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu (2025). From Uncertain to Safe Conformal Fine-Tuning of Diffusion Models for Safe PDE Control. International Conference on Machine Learning (ICML 2025).

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Peiyan Hu, Rui Wang, Xiang Zheng, Tao Zhang, Haodong Feng, Ruiqi Feng, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu (2025). Wavelet Diffusion Neural Operator. The Thirteenth International Conference on Learning Representations (ICLR 2025).

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Peiyan Hu, Xiaowei Qian, Wenhao Deng, Rui Wang, Haodong Feng, Ruiqi Feng, Tao Zhang, Long Wei, Yue Wang, Zhi-Ming Ma, Tailin Wu (2024). A Probabilistic Generative Method for Safe Physical System Control Problems. NeurIPS Safe Generative AI Workshop 2024.

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Long Wei, Peiyan Hu, Ruiqi Feng, Yixuan Du, Tao Zhang, Rui Wang, Yue Wang, Zhi-Ming Ma, Tailin Wu (2024). Generative PDE Control. ICLR 2024 Workshop on AI4DifferentialEquations In Science.

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Long Wei, Peiyan Hu, Ruiqi Feng, Haodong Feng, Yixuan Du, Tao Zhang, Rui Wang, Yue Wang, Zhi-Ming Ma, Tailin Wu (2024). DiffPhyCon: A Generative Approach to Control Complex Physical Systems. Neural Information Processing Systems (NeurIPS 2024).

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