Solving multiscale dynamical systems by deep learning. - Zhi-Qin John Xu; Junjie Yao; Yuxiao Yi; Liangkai Hang; Weinan E; Yaoyu Zhang; Tianhan Zhang (CoRR, 2024)

Solving multiscale dynamical systems by deep learning. - Junjie Yao; Yuxiao Yi; Liangkai Hang; Weinan E; Weizong Wang; Yaoyu Zhang; Tianhan Zhang; Zhi-Qin John Xu (Comput. Phys. Commun., 2025)

Input gradient annealing neural network for solving Fokker-Planck equations with low temperature. - Liangkai Hang; Dan Hu; Zhi-Qin John Xu (J. Comput. Phys., 2025)

Scalable Complexity Control Facilitates Reasoning Ability of LLMs. - Liangkai Hang; Junjie Yao; Zhiwei Bai; Tianyi Chen; Yang Chen; Rongjie Diao; Hezhou Li; Pengxiao Lin; Zhiwei Wang; Cheng Xu; Zhongwang Zhang; Zhangchen Zhou; et al. (CoRR, 2025)