activity
20172021
most citedEmbedded Atom Neural Network Potentials: Efficient and Accurate Machine Learning with a Physically Inspired Representation

297 citations · 1.5k across the 19 of their papers we have counts for

collaborators

20 papers

physics.chem-ph2021

Learning Dipole Moments and Polarizabilities

Yaolong Zhang, Jun Jiang, Bin Jiang

Machine learning of scalar molecular properties such as potential energy has enabled widespread applications. However, there are relatively few machine learning models targeting di…

physics.chem-ph2021★ 98 cited

Physically Motivated Recursively Embedded Atom Neural Networks: Incorporating Local Completeness and Nonlocality

Yaolong Zhang, Junfan Xia, Bin Jiang

Recent advances in machine-learned interatomic potentials largely benefit from the atomistic representation and locally invariant many-body descriptors. It was however recently arg…

cond-mat.mtrl-sci2021★ 1 cited

Observation of Higher-Order Topological States in Acoustic Twisted Moiré Superlattice

Shi-Qiao Wu, Zhi-Kang Lin, Bin Jiang +3

Twisted moiré superlattices (TMSs) are fascinating materials with exotic physical properties. Despite tremendous studies on electronic, photonic and phononic TMSs, it has never bee…

cond-mat.mes-hall2021★ 165 cited

Observation of non-Abelian topological semimetals and their phase transitions

Bin Jiang, Adrien Bouhon, Zhi-Kang Lin +5

Topological phases of matter lie at the heart of physics, connecting elegant mathematical principles to real materials that are believed to shape future electronic and quantum comp…

physics.optics2021★ 99 cited

Higher-order topological phases in tunable -symmetric photonic crystals

Hai-Xiao Wang, Li Liang, Bin Jiang +3

We demonstrate that multiple higher-order topological transitions can be triggered via the continuous change of the geometry in kagome photonic crystals composed of three dielectri…

physics.optics2021

An all-dielectric photonic crystal with unconventional higher-order topology

Shiqiao Wu, Bin Jiang, Yang Liu +1

Photonic crystals have been demonstrated as a versatile platform for the study of topological phenomena. The recent discovery of higher order topological insulators introduces new…