| DL-PDE: Deep-learning based data-driven discovery of partial differential equations from discrete and noisy data H Xu, H Chang, D Zhang arXiv preprint arXiv:1908.04463, 2019 | 82 | 2019 |
| DLGA-PDE: Discovery of PDEs with incomplete candidate library via combination of deep learning and genetic algorithm H Xu, H Chang, D Zhang Journal of Computational Physics 418, 109584, 2020 | 77 | 2020 |
| Deep-learning of parametric partial differential equations from sparse and noisy data H Xu, D Zhang, J Zeng Physics of Fluids 33 (3), 2021 | 54 | 2021 |
| Symbolic genetic algorithm for discovering open-form partial differential equations (SGA-PDE) Y Chen, Y Luo, Q Liu, H Xu, D Zhang Physical Review Research 4 (2), 023174, 2022 | 42 | 2022 |
| Deep-learning based discovery of partial differential equations in integral form from sparse and noisy data H Xu, D Zhang, N Wang Journal of Computational Physics 445, 110592, 2021 | 28 | 2021 |
| Robust discovery of partial differential equations in complex situations H Xu, D Zhang Physical Review Research 3 (3), 033270, 2021 | 22 | 2021 |
| Coexistence of superconductivity with partially filled stripes in the Hubbard model H Xu, CM Chung, M Qin, U Schollwöck, SR White, S Zhang arXiv preprint arXiv:2303.08376, 2023 | 20 | 2023 |
| High-throughput discovery of chemical structure-polarity relationships combining automation and machine-learning techniques H Xu, J Lin, Q Liu, Y Chen, J Zhang, Y Yang, MC Young, Y Xu, D Zhang, ... Chem 8 (12), 3202-3214, 2022 | 17 | 2022 |
| Discovery of partial differential equations from highly noisy and sparse data with physics-informed information criterion H Xu, J Zeng, D Zhang Research 6, 0147, 2023 | 11 | 2023 |
| Deep learning discovery of macroscopic governing equations for viscous gravity currents from microscopic simulation data J Zeng, H Xu, Y Chen, D Zhang Computational Geosciences 27 (6), 987-1000, 2023 | 5 | 2023 |
| Worth of knowledge in deep learning H Xu, Y Chen, D Zhang arXiv preprint arXiv:2307.00712, 2023 | | 2023 |
| Semantic Interpretation for Convolutional Neural Networks: What Makes a Cat a Cat?(Adv. Sci. 35/2022) H Xu, Y Chen, D Zhang Advanced Science 9 (35), 2270221, 2022 | | 2022 |
Dongxiao ZhangPeking UniversityVerified email at pku.edu.cn
