17 citations · 37 across the 6 of their papers we have counts for
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cs.LG2024★ 17 cited
Proactive Model Adaptation Against Concept Drift for Online Time Series Forecasting
Lifan Zhao, Yanyan Shen
Time series forecasting always faces the challenge of concept drift, where data distributions evolve over time, leading to a decline in forecast model performance. Existing solutio…
cs.LG2024★ 4 cited
Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators
Lifan Zhao, Yanyan Shen
Recently, channel-independent methods have achieved state-of-the-art performance in multivariate time series (MTS) forecasting. Despite reducing overfitting risks, these methods mi…