代表作
1. Yang, Hongkang; E, Weinan; Generalization error of GAN from the discriminator's perspective, Research in the Mathematical Sciences, 2022, 9: 8
2. Zhang,Linfeng; Wang,Han; Car,Roberto; E,Weinan ; Phase diagram of a deep potential water model, Physical Review Letters, 2021, 126: 236001
3. Wang, Dongdong; Wang, Yanze; Chang, Junhan; Zhang, Linfeng; Wang, Han; E, Weinan; Efficientsampling of high-dimensional free energy landscapes using adaptive reinforced dynamics, Nature Computational Science, 2021, 2: 20-29
4. Chen, Yixiao; Zhang, Linfeng; Wang, Han; E, Weinan; DeePKS: a comprehensive data-driven approach towards chemically accurate density functional theory, Journal of Chemical Theory and Computation, 2021, 17(1): 170-181
5. Li, Zhong; Han, Jiequn; E, Weinan; Li, Qianxiao ; On the curse of memory in recurrent neural networks: approximation and optimization analysis, ICLR 2021, https://iclr.cc/Conferences/2021/Dates, 2021-5-3至2021-5-7
科研项目
1. 非结构数据的统计学习及非结构数据空间的数学结构,科技部,国家重点基础研究发展计划(973计划),2015CB856001,685万元, 2015-01至2019-08,主持。
2. 随机动力系统的多尺度理论、算法及应用, 国家自然科学基金委员会重大研究计划,91130005,300万元,2012-01至2015-12,主持。
3. 科学前沿中若干具挑战性的稀有事件研究,国家自然科学基金委员会重大研究计划,91530322,250万元,2016.01至2018.12,主持。