Showing results 1 to 20 of 43
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| Issue Date | Title | Author(s) |
| Apr-2024 | Ab initio generalized Langevin equation | Xie, Pinchen; Car, Roberto; Weinan, E. |
| 6-Jan-2022 | Algorithms for solving high dimensional PDEs: from nonlinear Monte Carlo to machine learning | Weinan, E.; Han, Jiequn; Jentzen, Arnulf |
| 2013 | Asymptotic Analysis of Quantum Dynamics in Crystals: the Bloch-Wigner Transform, Bloch Dynamics and Berry Phase | Weinan, E.; Lu, Jian-feng; Yang, Xu |
| 11-Sep-2024 | Coarse-Graining Conformational Dynamics with Multidimensional Generalized Langevin Equation: How, When, and Why | Xie, Pinchen; Weinan, E. |
| 2024 | Deep mechanism reduction (DeePMR) method for fuel chemical kinetics | Wang, Zhiwei; Zhang, Yaoyu; Lin, Pengxiao; Zhao, Enhan; Weinan, E.; Zhang, Tianhan; Xu, Zhi-Qin John |
| 22-Jul-2020 | Deep neural network for the dielectric response of insulators | Zhang, Linfeng; Chen, Mohan; Wu, Xifan; Wang, Han; Weinan, E.; Car, Roberto |
| 2018 | Deep Potential Molecular Dynamics: A Scalable Model with the Accuracy of Quantum Mechanics | Zhang, Linfeng; Han, Jiequn; Wang, Han; Car, Roberto; Weinan, E. |
| 2018 | Deep Potential: A General Representation of a Many-Body Potential Energy Surface | Han, Jiequn; Zhang, Linfeng; Car, Roberto; Weinan, E. |
| 2018 | The Deep Ritz Method: A Deep Learning-Based Numerical Algorithm for Solving Variational Problems | Weinan, E.; Yu, Bing |
| Aug-2020 | DP-GEN: A concurrent learning platform for the generation of reliable deep learning based potential energy models | Zhang, Yuzhi; Wang, Haidi; Chen, Weijie; Zeng, Jinzhe; Zhang, Linfeng; Wang, Han; Weinan, E. |
| 19-Dec-2024 | DPA-2: a large atomic model as a multi-task learner | Zhang, Duo; Liu, Xinzijian; Zhang, Xiangyu; Zhang, Chengqian; Cai, Chun; Bi, Hangrui; Du, Yiming; Qin, Xuejian; Peng, Anyang; Huang, Jiameng; Li, Bowen; Shan, Yifan; Zeng, Jinzhe; Zhang, Yuzhi; Liu, Siyuan; Li, Yifan; Chang, Junhan; Wang, Xinyan; Zhou, Shuo; Liu, Jianchuan; Luo, Xiaoshan; Wang, Zhenyu; Jiang, Wanrun; Wu, Jing; Yang, Yudi; Yang, Jiyuan; Yang, Manyi; Gong, Fu-Qiang; Zhang, Linshuang; Shi, Mengchao; Dai, Fu-Zhi; York, Darrin M.; Liu, Shi; Zhu, Tong; Zhong, Zhicheng; Lv, Jian; Cheng, Jun; Jia, Weile; Chen, Mohan; Ke, Guolin; Weinan, E.; Zhang, Linfeng; Wang, Han |
| 2008 | Effectiveness of implicit methods for stiff stochastic differential equations | Li, Tiejun; Abdulle, Assyr; Weinan, E. |
| 2013 | Efficient iterative method for solving the Dirac-Kohn-Sham density functional theory | Lin, Lin; Shao, Sihong; Weinan, E. |
| Jan-2022 | Efficient sampling of high-dimensional free energy landscapes using adaptive reinforced dynamics | Wang, Dongdong; Wang, Yanze; Chang, Junhan; Zhang, Linfeng; Wang, Han; Weinan, E. |
| 17-Oct-2024 | Entropy in catalyst dynamics under confinement | Fan, Qi-Yuan; Liu, Yun-Pei; Zhu, Hao-Xuan; Gong, Fu-Qiang; Wang, Ye; Weinan, E.; Bao, Xinhe; Tian, Zhong-Qun; Cheng, Jun |
| 2009 | A general strategy for designing seamless multiscale methods | Weinan, E.; Ren, Weiqing; Vanden-Eijnden, Eric |
| 2005 | The heterogeneous multi-scale method for homogenization problems | Weinan, E.; Engquist, Bj?rn |
| 2012 | The heterogeneous multiscale method | Abdulle, Assyr; Weinan, E.; Engquist, Bjoern; Vanden-Eijnden, Eric |
| 2018 | How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective | Wu, Lei; Ma, Chao; Weinan, E. |
| Apr-2023 | Hybrid Auxiliary Field Quantum Monte Carlo for Molecular Systems | Chen, Yixiao; Zhang, Linfeng; Weinan, E.; Car, Roberto |
