3 papers
cs.AI2025
A Generation Framework with Strict Constraints for Crystal Materials Design
Chao Huang, Jiahui Chen, Chen Chen +3
The design of crystal materials plays a critical role in areas such as new energy development, biomedical engineering, and semiconductors. Recent advances in data-driven methods ha…
cs.AI2024
Polymetis:Large Language Modeling for Multiple Material Domains
Chao Huang, Huichen Xiao, Chen Chen +6
As the application of large language models in various fields continues to expand, materials science also ushers in opportunities for AI-driven innovation. The traditional way of r…
cs.LG2024
Material Property Prediction with Element Attribute Knowledge Graphs and Multimodal Representation Learning
Chao Huang, Chunyan Chen, Ling Shi +1
Machine learning has become a crucial tool for predicting the properties of crystalline materials. However, existing methods primarily represent material information by constructin…