Learning Transferable Time Series Classifier with Cross-Domain Pre-training from Language Model. - Mingyue Cheng; Xiaoyu Tao 001; Qi Liu 003; Hao Zhang 088; Yiheng Chen; Chenyi Lei (CoRR, 2024)

FDF: Flexible Decoupled Framework for Time Series Forecasting with Conditional Denoising and Polynomial Modeling. - Jintao Zhang; Mingyue Cheng; Xiaoyu Tao 001; Zhiding Liu; Daoyu Wang (CoRR, 2024)

Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification. - Xiaoyu Tao 001; Tingyue Pan; Mingyue Cheng; Yucong Luo (CoRR, 2024)

Cross-Domain Pre-training with Language Models for Transferable Time Series Representations. - Mingyue Cheng; Xiaoyu Tao 001; Qi Liu 003; Hao Zhang 088; Yiheng Chen; Defu Lian (WSDM, 2025)