Applying SMOTE on time series data

I have a dataset that consist of student grades and it's based on a time series. I used LSTM to predict the student future grade. Can I apply SMOTE on this dataset to ensure that the model will not be biased towards certain student grades?

Topic smote class-imbalance time-series

Category Data Science

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