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sgd and adam
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深度学习二分类问题，选择使用已经训练好的resnet。
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Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach
Published in , 2025
This paper presents the Super-Multivariate Urban Mobility Transformer (SUMformer), which utilizes a specially designed attention mechanism to calculate temporal and cross-variable correlations and reduce computational costs stemming from a large number of time series. 
NuwaTS: a Foundation Model Mending Every Incomplete Time Series
Published in , 2025
We introduce a novel solution, NuwaTS, capable of performing missing data imputation tasks on any incomplete time series unseen during the training phase. To the best of our knowledge, this represents the pioneering attempt in this field. 