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2020 – today
- 2025
[c4]Mouxiang Chen, Lefei Shen, Zhuo Li, Xiaoyun Joy Wang, Jianling Sun, Chenghao Liu:
VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters. ICML 2025- [c3]Weiqi Chen, Zhaoyang Zhu, Yifan Zhang, Lefei Shen, Linxiao Yang, Qingsong Wen, Liang Sun:
Learning to Extrapolate and Adjust: Two-Stage Meta-Learning for Concept Drift in Online Time Series Forecasting. IJCAI 2025: 4869-4877 - [c2]Peisong Niu, Ziqing Ma
, Tian Zhou, Weiqi Chen, Lefei Shen, Rong Jin, Liang Sun:
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan - A Pre-trained Weather Forecasting Model. KDD (2) 2025: 2186-2197 - [i5]Peisong Niu, Ziqing Ma, Tian Zhou, Weiqi Chen, Lefei Shen, Rong Jin, Liang Sun:
Utilizing Strategic Pre-training to Reduce Overfitting: Baguan - A Pre-trained Weather Forecasting Model. CoRR abs/2505.13873 (2025) - [i4]Lefei Shen, Mouxiang Chen, Han Fu, Xiaoxue Ren, Xiaoyun Joy Wang, Jianling Sun, Zhuo Li, Chenghao Liu:
The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting. CoRR abs/2507.13043 (2025) - [i3]Lefei Shen, Mouxiang Chen, Xu Liu, Han Fu, Xiaoxue Ren, Jianling Sun, Zhuo Li, Chenghao Liu:
VisionTS++: Cross-Modal Time Series Foundation Model with Continual Pre-trained Visual Backbones. CoRR abs/2508.04379 (2025) - 2024
- [c1]Mouxiang Chen, Lefei Shen, Han Fu, Zhuo Li, Jianling Sun, Chenghao Liu:
Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift. KDD 2024: 341-352 - [i2]Mouxiang Chen, Lefei Shen, Zhuo Li, Xiaoyun Joy Wang, Jianling Sun, Chenghao Liu:
VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters. CoRR abs/2408.17253 (2024) - 2023
- [i1]Mouxiang Chen, Lefei Shen, Han Fu, Zhuo Li, Jianling Sun, Chenghao Liu:
Calibration of Time-Series Forecasting Transformers: Detecting and Adapting Context-Driven Distribution Shift. CoRR abs/2310.14838 (2023)
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