AI-driven inverse design of materials: Past, present and future. - Xiao-Qi Han; Xin-De Wang; Meng-Yuan Xu; Zhen Feng; Bo-Wen Yao; Peng-Jie Guo; Ze-Feng Gao; Zhong-Yi Lu (CoRR, 2024)

HTSC-2025: A Benchmark Dataset of Ambient-Pressure High-Temperature Superconductors for AI-Driven Critical Temperature Prediction. - Xiao-Qi Han; Ze-Feng Gao; Xin-De Wang; Zhenfeng Ouyang; Peng-Jie Guo; Zhong-Yi Lu (CoRR, 2025)

Perovskite-R1: A Domain-Specialized LLM for Intelligent Discovery of Precursor Additives and Experimental Design. - Xin-De Wang; Zhi-Rui Chen; Peng-Jie Guo; Ze-Feng Gao; Cheng Mu; Zhong-Yi Lu (CoRR, 2025)