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cs.LG2026
Forecasting with Guidance: Representation-Level Supervision for Time Series Forecasting
Jiacheng Wang, Liang Fan, Baihua Li +1
Nowadays, time series forecasting is predominantly approached through the end-to-end training of deep learning architectures using error-based objectives. While this is effective a…
cs.LG2025
IndexNet: Timestamp and Variable-Aware Modeling for Time Series Forecasting
Beiliang Wu, Peiyuan Liu, Yifan Hu +3
Multivariate time series forecasting (MTSF) plays a vital role in a wide range of real-world applications, such as weather prediction and traffic flow forecasting. Although recent…