Education

2019-2024,Academy of Mathematics and Systems Science, Chinese Academy of Sciences,Ph.D., Supervisor: Zhi-Ming Ma

2015-2019,East China Normal University,School of Mathematical Sciences,B.S.

Work Experience

2024-Now,Renmin University of China, Gaoling School of Artificial Intelligence, Post-Doc,Supervisor:Hao Sun

RESEARCH INTERESTS

AI for scientific computingInterpretable machine learning

Publications

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.

https://pubs.aip.org/aip/pof/article-abstract/34/10/107112/2847899/DRVN-deep-random-vortex-network-A-new-physics?redirectedFrom=fulltext


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

https://ieeexplore.ieee.org/document/9099979

Honors and Awards

AMSS Special Prize of President Scholarship

Hua Loo-Keng Scholarship

Outstanding Undergraduate in Shanghai

Services

Reviewers:TPAMI, TMLR, TSC, AAAI…

Contact

Email:rayzhang@ruc.edu.cn

Website:https://optray.github.io/