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cs.LG2025
MSTIM: A MindSpore-Based Model for Traffic Flow Prediction
Weiqi Qin, Yuxin Liu, Dongze Wu +2
Aiming at the problems of low accuracy and large error fluctuation of traditional traffic flow predictionmodels when dealing with multi-scale temporal features and dynamic change p…
cs.LG2025
Frequency-Aware Attention-LSTM for PM Time Series Forecasting
Jiahui Lu, Shuang Wu, Zhenkai Qin +1
To enhance the accuracy and robustness of PM concentration forecasting, this paper introduces FALNet, a Frequency-Aware LSTM Network that integrates frequency-domain decomp…