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cs.LG2025
Online time series prediction using feature adjustment
Xiannan Huang, Shuhan Qiu, Jiayuan Du +1
Time series forecasting is of significant importance across various domains. However, it faces significant challenges due to distribution shift. This issue becomes particularly pro…
cs.LG2025
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model
Xiannan Huang, Shuhan Qiu
Time series forecasting is critical for many applications, where deep learning-based point prediction models have demonstrated strong performance. However, in practical scenarios,…
cs.LG2025
CONTINA: Confidence Interval for Traffic Demand Prediction with Coverage Guarantee
Chao Yang, Xiannan Huang, Shuhan Qiu +1
Accurate short-term traffic demand prediction is critical for the operation of traffic systems. Besides point estimation, the confidence interval of the prediction is also of great…