Nianlong Zou

State Key Laboratory of Low-Dimensional Quantum Physics

Materials Science · Physical Sciences

10h-index634citations35works7.82yr avg
OpenAlex↗ORCID↗Google Scholar↗Lab page↗

Accepting Students?

No reports yet. Know if this professor is taking students?

Research Topics

Machine Learning in Materials Science(19), Advanced Graph Neural Networks(7), Graphene research and applications(6), Catalysis and Oxidation Reactions(6), Topological Materials and Phenomena(5)

Publications35 total

Nonlinear Optical Effects Enhanced by Deep Band Crossings
Physical Review Letters·2025· 1 cited
Band-resolved automatic differentiation method for first-principles quantum response calculations
Physical review. B./Physical review. B·2025
Chiral superconductivity from spin polarized Chern band in twisted MoTe$_2$
arXiv (Cornell University)·2025Open Access
Author Correction: Deep-learning density functional theory Hamiltonian for efficient ab initio electronic-structure calculation
Nature Computational Science·2024Open Access
Correlated topological flat bands in rhombohedral graphite
Proceedings of the National Academy of Sciences·2024· 10 citedOpen Access
Deep Band Crossings Enhanced Nonlinear Optical Effects
arXiv (Cornell University)·2024Open Access
Unbiased screening of deep-ultraviolet and mid-infrared nonlinear optical crystals: Long-neglected covalent and mixed-cation motifs
Physical Review Materials·2024· 6 cited
Improving density matrix electronic structure method by deep learning
arXiv (Cornell University)·2024Open Access
Universal materials model of deep-learning density functional theory Hamiltonian
Science Bulletin·2024· 31 citedOpen Access
Infusing Self-Consistency into Density Functional Theory Hamiltonian Prediction via Deep Equilibrium Models
arXiv (Cornell University)·2024· 1 citedOpen Access
Deep-Learning Density Functional Perturbation Theory
Physical Review Letters·2024· 44 citedOpen Access
Infusing Self-Consistency into Density Functional Theory Hamiltonian Prediction via Deep Equilibrium Models
2024· 1 cited
High-pressure synthesis of fully sp2-hybridized polymeric nitrogen layer in potassium supernitride
Science Bulletin·2023· 18 cited
Author Correction: Deep-learning electronic-structure calculation of magnetic superstructures
Nature Computational Science·2023Open Access
General framework for E(3)-equivariant neural network representation of density functional theory Hamiltonian
Nature Communications·2023· 99 citedOpen Access
Deep-learning electronic-structure calculation of magnetic superstructures
Nature Computational Science·2023· 49 citedOpen Access
Dataset2 for "General framework for E(3)-equivariant neural network representation of density functional theory Hamiltonian"
2023· 1 citedOpen Access
Dataset1 for "General framework for E(3)-equivariant neural network representation of density functional theory Hamiltonian"
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Dataset2 for "General framework for E(3)-equivariant neural network representation of density functional theory Hamiltonian"
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Dataset3 for "General framework for E(3)-equivariant neural network representation of density functional theory Hamiltonian"
2023· 1 citedOpen Access
page 1 of 2Next →

Frequent Co-authors

Wenhui Duan(27), Yong Xu(19), He Li(14), Xiaoxun Gong(8), Runzhang Xu(7), Xiaoxun Gong(7), Zun Wang(6), Meng Ye(6), Runzhang Xu(4), He Li(4), Yong Xu(4), Zechen Tang(3), Yizhou Liu(3), Sibo Zhao(3), Haowei Chen(3), Chong Wang(3), Pu Yu(3), Xiaobin Chen(2), Wenhui Duan(2), Bing‐Lin Gu(2)