Search Results for author: Pengrong Jin

Found 2 papers, 2 papers with code

Rethinking Guidance Information to Utilize Unlabeled Samples:A Label Encoding Perspective

1 code implementation5 Jun 2024 Yulong Zhang, Yuan YAO, Shuhao Chen, Pengrong Jin, Yu Zhang, Jian Jin, Jiangang Lu

By analyzing the learning objective of ERM, we find that the guidance information for labeled samples in a specific category is the corresponding label encoding.

Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting

1 code implementation8 Jan 2024 Pengxin Guo, Pengrong Jin, Ziyue Li, Lei Bai, Yu Zhang

To make the model trained on historical data better adapt to future data in a fully online manner, this paper conducts the first study of the online test-time adaptation techniques for spatial-temporal traffic flow forecasting problems.

Test-time Adaptation Traffic Prediction

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