2019年-2024年,中国科学院数学与系统科学研究院,理学博士, 导师:马志明 院士
2015年-2019年,华东师范大学数学科学学院,理学学士
2024年至今,中国人民大学高瓴人工智能学院博士后,合作导师:孙浩
物理驱动的深度学习方法可解释神经网络
Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation.
ArXiv
Rui Zhang, Qi Meng, Rongchan Zhu, Yue Wang, Wenlei Shi, Shihua Zhang, Zhi-Ming Ma and Tie-Yan Liu
https://arxiv.org/abs/2302.05104
2023
Deciphering and integrating invariants for neural operator learning with various physical mechanisms.
National Science Review.
Rui Zhang, Qi Meng and Zhi-Ming Ma
https://academic.oup.com/nsr/advance-article/doi/10.1093/nsr/nwad336/7503933
2022
DRVN (deep random vortex network): A new physics-informed machine learning method for simulating and inferring incompressible fluid flows.
Physics of Fluids.
Rui Zhang, Peiyan Hu, Qi Meng, Yue Wang, Rongchan Zhu, Bingguang Chen, Zhi-Ming Ma and Tie-Yan Liu.
Rethinking influence functions of neural networks in the over-parameterized regime.
In Proceedings of the AAAI Conference on Artificial Intelligence (Oral).
Rui Zhang and Shihua Zhang.
https://ojs.aaai.org/index.php/AAAI/article/view/20893
Cross-network skip-gram embedding for joint network alignment and link prediction.
IEEE Transactions on Knowledge and Data Engineering.
Xingbo Du, Junchi Yan, Rui Zhang and Hongyuan Zha
中科院数学院院长奖学金特等奖
华罗庚奖学金
上海市优秀毕业生
审稿人:TPAMI, TMLR, TSC, AAAI…
邮箱:rayzhang@ruc.edu.cn
个人网页:https://optray.github.io/