TCDformer: A transformer framework for non-stationary time series forecasting based on trend and change-point detection. - Jiashan Wan; Na Xia; Yutao Yin; Xulei Pan; Jin Hu; Jun Yi (Neural Networks, 2024)

DAMixer: A dual-stage attention-based mixer model for multivariate time series forecasting. - Jiashan Wan; Na Xia; Bing Cai; Gongwen Li; Sizhou Wei; Xulei Pan (Expert Syst. Appl., 2025)