Calibration of Time-Series Forecasting Transformers: Detecting and Adapting Context-Driven Distribution Shift. - Mouxiang Chen; Lefei Shen; Han Fu; Zhuo Li; Jianling Sun; Chenghao Liu (CoRR, 2023)

Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift. - Mouxiang Chen; Lefei Shen; Han Fu; Zhuo Li; Jianling Sun; Chenghao Liu (KDD, 2024)

VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters. - Mouxiang Chen; Lefei Shen; Zhuo Li; Xiaoyun Joy Wang; Jianling Sun; Chenghao Liu (CoRR, 2024)

Utilizing Strategic Pre-training to Reduce Overfitting: Baguan - A Pre-trained Weather Forecasting Model. - Peisong Niu; Ziqing Ma; Tian Zhou 004; Weiqi Chen; Lefei Shen; Rong Jin 001; Liang Sun 001 (CoRR, 2025)

The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting. - Lefei Shen; Mouxiang Chen; Han Fu; Xiaoxue Ren; Xiaoyun Joy Wang; Jianling Sun; Zhuo Li; Chenghao Liu (CoRR, 2025)

VisionTS++: Cross-Modal Time Series Foundation Model with Continual Pre-trained Visual Backbones. - Lefei Shen; Mouxiang Chen; Xu Liu; Han Fu; Xiaoxue Ren; Jianling Sun; Zhuo Li; Chenghao Liu (CoRR, 2025)