作者位次 #3/7ICML 2026Poster· Applications / Time Series
DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting
Siru Zhong · Yiqiu Liu · Zhiqing Cui · Zezhi Shao · Fei Wang · Qingsong Wen · Yuxuan Liang
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Siru Zhong · Yiqiu Liu · Zhiqing Cui · Zezhi Shao · Fei Wang · Qingsong Wen · Yuxuan Liang
Zhiqing Cui · Binwu Wang · Qingxiang Liu · Yeqiang Wang · Zhengyang Zhou · Yuxuan Liang · Yang Wang
Large language models (LLM) have emerged as a promising avenue for time series forecasting, offering the potential to integrate multimodal data. However, existing LLM-based approaches face notable limitations—such as marginalized role in model architectures, reliance on coarse statistical text pr...