Lixin He

Full Professor, Physics, University of Science and Technology of China

Joined

December 2019

Names

Lixin He

Emails

****@ustc.edu.cn (Confirmed)

Personal Links

Career & Education History

Full Professor

Physics, University of Science and Technology of China (ustc.edu.cn)

2007 – Present

Advisors, Relations & Conflicts

Coauthor

Present

Expertise

deep learning

2017 – Present

materials sciences

2003 – Present

Publications

Constructing Invariant and Equivariant Operations by Symmetric Tensor Network
Meng Zhang, Chao Wang, Hao Zhang, Shaojun Dong, Lixin He
- Submitted to ICLR 2026
- Readers: Everyone
Advancing Universal Deep Learning for Electronic-Structure Hamiltonian Prediction of Materials
Shi Yin, Zujian Dai, Xinyang Pan, Lixin He
- ICLR 2026 Poster
- Readers: Everyone
TraceGrad: a Framework Learning Expressive SO(3)-equivariant Non-linear Representations for Electronic-Structure Hamiltonian Prediction
Shi Yin, Xinyang Pan, Fengyan Wang, Lixin He
- ICML 2025 poster
- Readers: Everyone
A Framework of SO(3)-equivariant Non-linear Representation Learning and its Application to Electronic-Structure Hamiltonian Prediction
Shi Yin, Xinyang Pan, Fengyan Wang, Lixin He
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective.
Chengqiang Lu, Qi Liu, Chao Wang, Zhenya Huang, Peize Lin, Lixin He
- 2019 (modified: 10 Nov 2022)
- AAAI2019
- Readers: Everyone

Co-Authors