Search Results for author: Yuxiao Luo

Found 2 papers, 1 papers with code

Mixture Data for Training Cannot Ensure Out-of-distribution Generalization

no code implementations25 Dec 2023 Songming Zhang, Yuxiao Luo, Qizhou Wang, Haoang Chi, Xiaofeng Chen, Bo Han, Jinyan Li

Deep neural networks often face generalization problems to handle out-of-distribution (OOD) data, and there remains a notable theoretical gap between the contributing factors and their respective impacts.

Data Augmentation Out-of-Distribution Generalization

TFDNet: Time-Frequency Enhanced Decomposed Network for Long-term Time Series Forecasting

1 code implementation25 Aug 2023 Yuxiao Luo, Ziyu Lyu, Xingyu Huang

In this paper, we propose a Time-Frequency Enhanced Decomposed Network (TFDNet) to capture both the long-term underlying patterns and temporal periodicity from the time-frequency domain.

Time Series Time Series Forecasting

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