Weikang He, Xizhe Li, Yujin Wan, Nan Wang, Honming Zhan, Xiangyang Pei, Longyi Wang, Wenxuan Yu, Yuhang Zhou. "Forecasting deep shale gas production using a ROA-optimized Transformer–Mamba hybrid network." Scientific Reports (2026). https://doi.org/10.1038/s41598-026-45105-z