Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting. - Jiaxi Hu; Disen Lan; Ziyu Zhou 003; Qingsong Wen; Yuxuan Liang (CoRR, 2024)

Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting. - Ziyu Zhou 003; Jiaxi Hu; Qingsong Wen; James T. Kwok; Yuxuan Liang (CoRR, 2025)

Revitalizing Canonical Pre-Alignment for Irregular Multivariate Time Series Forecasting. - Ziyu Zhou 003; Yiming Huang; Yanyun Wang 003; Yuankai Wu; James T. Kwok; Yuxuan Liang (CoRR, 2025)

A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction. - Weilin Ruan; Xilin Dang; Ziyu Zhou 003; Sisuo Lyu; Yuxuan Liang (CoRR, 2025)