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Xuan Zhang Ph.D. Student |
Hello, I am Xuan Zhang (first name pronounced as Shw-ahn). I am a fourth-year PhD student advised by Prof. Shuiwang Ji. I am interested in methods and applications of deep learning. My current research focus is developing deep learning methods for scientific problems, including deep-learning-based physics simulation and computational chemistry.
I received my master's degree in engineering from Shanghai Jiao Tong University, my engineering degree from ENSTA Paris (equivalent to master's degree), and my bachelor's degree from Shanghai Jiao Tong University.
Preprints
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Artificial Intelligence for Science in Quantum, Atomistic, and Continuum Systems
Xuan Zhang*, Limei Wang*, Jacob Helwig*, Youzhi Luo*, Cong Fu*, Yaochen Xie*, Meng Liu, Yuchao Lin, Zhao Xu, Keqiang Yan, Keir Adams, Maurice Weiler, Xiner Li, Tianfan Fu, Yucheng Wang, Haiyang Yu, YuQing Xie, Xiang Fu, Alex Strasser, Shenglong Xu, Yi Liu, Yuanqi Du, Alexandra Saxton, Hongyi Ling, Hannah Lawrence, Hannes Stärk, Shurui Gui, Carl Edwards, Nicholas Gao, Adriana Ladera, Tailin Wu, Elyssa F. Hofgard, Aria Mansouri Tehrani, Rui Wang, Ameya Daigavane, Montgomery Bohde, Jerry Kurtin, Qian Huang, Tuong Phung, Minkai Xu, Chaitanya K. Joshi, Simon V. Mathis, Kamyar Azizzadenesheli, Ada Fang, Alán Aspuru-Guzik, Erik Bekkers, Michael Bronstein, Marinka Zitnik, Anima Anandkumar, Stefano Ermon, Pietro Liò, Rose Yu, Stephan Günnemann, Jure Leskovec, Heng Ji, Jimeng Sun, Regina Barzilay, Tommi Jaakkola, Connor W. Coley, Xiaoning Qian, Xiaofeng Qian, Tess Smidt, Shuiwang Ji
arXiv:2307.08423, https://www.air4.science -
A Score-Based Model for Learning Neural Wavefunctions
Xuan Zhang, Shenglong Xu, Shuiwang Ji
arXiv:2305.16540 -
Molecule3D: A Benchmark for Predicting 3D Geometries from Molecular Graphs
Zhao Xu, Youzhi Luo*, Xuan Zhang, Xinyi Xu, Yaochen Xie, Meng Liu, Kaleb Dickerson, Cheng Deng, Maho Nakata, Shuiwang Ji
arXiv:2110.01717
Publications
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SineNet: Learning Temporal Dynamics in Time-Dependent Partial Differential Equations
Xuan Zhang*, Jacob Helwig*, Yuchao Lin, Yaochen Xie, Cong Fu, Stephan Wojtowytsch, Shuiwang Ji
In International Conference on Learning Representations (ICLR 2024) -
Group Equivariant Fourier Neural Operators for Partial Differential Equations
Jacob Helwig*, Xuan Zhang*, Cong Fu, Jerry Kurtin, Stephan Wojtowytsch, Shuiwang Ji
In International Conference on Machine Learning (ICML 2023) -
Lattice Convolutional Networks for Learning Ground states of Quantum Many-Body Systems
Cong Fu*, Xuan Zhang*, Shenglong Xu, Shuiwang Ji
SIAM International Conference on Data Mining (SDM 2023) -
Fast Quantum Property Prediction via Deeper 2D and 3D Graph Networks
Meng Liu*, Cong Fu*, Xuan Zhang, Limei Wang, Yaochen Xie, Hao Yuan, Youzhi Luo, Zhao Xu, Shenglong Xu, Shuiwang Ji
Tech Report, KDD Cup 2021, Runner-up award on OGB-LSC -
Spherical Message Passing for 3D Molecular Networks
Yi Liu*, Limei Wang*, Meng Liu, Yuchao Lin, Xuan Zhang, Bora Oztekin, Shuiwang Ji
In International Conference on Learning Representations (ICLR 2022) -
DIG: A Turnkey Library for Diving into Graph Deep Learning Research
Meng Liu*, Youzhi Luo*, Limei Wang*, Yaochen Xie*, Hao Yuan*, Shurui Gui, Zhao Xu, Haiyang Yu, Jingtun Zhang, Yi Liu, Keqiang Yan, Bora Oztekin, Haoran Liu, Xuan Zhang, Cong Fu, Shuiwang Ji
Journal of Machine Learning Reseach, 2022 -
Fast Quaternion Product Units for Learning Disentangled Representations in SO(3)
Shaofei Qin, Xuan Zhang, Hongteng Xu, Yi Xu
IEEE Transactions of Pattern Analysis and Machine Intelligence, 2022 -
Disentangled Recurrent Wasserstein Autoencoder
Jun Han, Martin Renqiang Min, Ligong Han, Li Erran Li, Xuan Zhang
In International Conference on Learning Representations (ICLR 2021) -
Quaternion Product Units for Deep Learning on 3D Rotation Groups
Xuan Zhang, Shaofei Qin, Yi Xu, Hongteng Xu
In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2020)
Software
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Real time semantic slam in ROS with a hand held RGB-D camera
Xuan Zhang, David Filliat
Research intern at ENSTA Paris, url: https://github.com/floatlazer/semantic_slam