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2020 – today
- 2025
[i9]Ricardo Baptista, Edoardo Calvello, Matthieu Darcy, Houman Owhadi, Andrew M. Stuart, Xianjin Yang:
Solving Roughly Forced Nonlinear PDEs via Misspecified Kernel Methods and Neural Networks. CoRR abs/2501.17110 (2025)- [i8]Jingguo Zhang, Xianjin Yang, Chenchen Mou, Chao Zhou:
Learning Surrogate Potential Mean Field Games via Gaussian Processes: A Data-Driven Approach to Ill-Posed Inverse Problems. CoRR abs/2502.11506 (2025) - [i7]Xianjin Yang, Jingguo Zhang:
Gaussian Process Policy Iteration with Additive Schwarz Acceleration for Forward and Inverse HJB and Mean Field Game Problems. CoRR abs/2505.00909 (2025) - [i6]Nicholas H. Nelsen, Houman Owhadi, Andrew M. Stuart, Xianjin Yang, Zongren Zou:
Bilevel optimization for learning hyperparameters: Application to solving PDEs and inverse problems with Gaussian processes. CoRR abs/2510.05568 (2025) - 2024
- [j4]Jinyan Guo, Chenchen Mou
, Xianjin Yang, Chao Zhou:
Decoding mean field games from population and environment observations by Gaussian processes. J. Comput. Phys. 508: 112978 (2024) - 2023
- [j3]Rui Meng, Xianjin Yang:
Sparse Gaussian processes for solving nonlinear PDEs. J. Comput. Phys. 490: 112340 (2023) - [i5]Xianjin Yang, Houman Owhadi:
A Mini-Batch Method for Solving Nonlinear PDEs with Gaussian Processes. CoRR abs/2306.00307 (2023) - [i4]Théo Bourdais, Pau Batlle, Xianjin Yang, Ricardo Baptista, Nicolas Rouquette, Houman Owhadi:
Computational Hypergraph Discovery, a Gaussian Process framework for connecting the dots. CoRR abs/2311.17007 (2023) - [i3]Jinyan Guo, Chenchen Mou, Xianjin Yang, Chao Zhou:
Decoding Mean Field Games from Population and Environment Observations By Gaussian Processes. CoRR abs/2312.06625 (2023) - 2022
- [j2]Chenchen Mou, Xianjin Yang, Chao Zhou:
Numerical methods for mean field games based on Gaussian processes and Fourier features. J. Comput. Phys. 460: 111188 (2022) - [i2]Rui Meng, Xianjin Yang:
Sparse Gaussian processes for solving nonlinear PDEs. CoRR abs/2205.03760 (2022) - 2021
- [i1]Chenchen Mou, Xianjin Yang, Chao Zhou:
Numerical methods for Mean field Games based on Gaussian Processes and Fourier Features. CoRR abs/2112.05414 (2021)
2010 – 2019
- 2014
- [j1]Rui Wang, Xianjin Yang, Yazhen Yuan, Wei Chen, Kavita Bala, Hujun Bao:
Automatic shader simplification using surface signal approximation. ACM Trans. Graph. 33(6): 226:1-226:11 (2014)
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