Unlike time series prediction, my task is to perform regression mapping on a set of time series features, i.e. from features [batch_size, seq_len, dim] to a regression value sequence [batch_size, seq_len, 1]. I have tried using Transformer or LSTM to accomplish this task but the performance was not satisfactory.