72 citations · 108 across the 8 of their papers we have counts for
5 papers · 1 filter
PhononScore: a phonon-aware scoring function for dynamical stability
Xiao-Qi Han, Ze-Feng Gao, Zhong-Yi Lu
In recent years, crystal generation models have enabled the design of massive numbers of candidate materials. However, the lack of dynamical stability among generated structures ha…
Bridging Crystal Structure and Material Properties via Bond-Centric Descriptors
Jian-Feng Zhang, Ze-Feng Gao, Xiao-Qi Han +7
Although chemical bonding is the fundamental mechanistic bridge connecting atomic structure to macroscopic material properties, current data-driven materials science largely treats…
PhononBench:A Large-Scale Phonon-Based Benchmark for Dynamical Stability in Crystal Generation
Xiao-Qi Han, Ze-Feng Gao, Wen-Kao Li +2
In recent years, generative artificial intelligence has made significant advances in the design of crystalline materials, giving rise to approaches based on graph neural networks,…
InvDesFlow-AL: active learning-based workflow for inverse design of functional materials
Xiao-Qi Han, Peng-Jie Guo, Ze-Feng Gao +2
Developing inverse design methods for functional materials with specific properties is critical to advancing fields like renewable energy, catalysis, energy storage, and carbon cap…
AI-driven inverse design of materials: Past, present and future
Xiao-Qi Han, Xin-De Wang, Meng-Yuan Xu +5
The discovery of advanced materials is the cornerstone of human technological development and progress. The structures of materials and their corresponding properties are essential…