@article{enhancingtheefficiencyofcomplexsystems, title = {Enhancing the Efficiency of Complex Systems Crystal Structure Prediction by Active Learning Guided Machine Learning Potential}, author = {Jiaxiang Li and Junwei Feng and Jie Luo and Bowen Jiang and Xiangyu Zheng and Jian Lv and Keith Butler and Hanyu Liu and Congwei Xie and Yu Xie and Yanming Ma}, year = {2025}, eprint = {2505.08159}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.08159v1}, }