MapsTSF: efficient traffic prediction via hybrid Mamba 2-transformer spatiotemporal modeling and cross adaptive periodic sparse forecasting. - Bing Wang; Chaoqi Cai; Xingpeng Zhang; Chunlan Zhao; Chi Zhang; Youming Zhang (J. Supercomput., 2025)