S1 Data -

(XLSX)</p

The structure of a LSTM cell.

The structure of a LSTM cell.</p

The sensitivity between LSTM and GRU model to data size.

The sensitivity between LSTM and GRU model to data size.</p

Correlation of runoff prediction variables.

Correlation of runoff prediction variables.</p

Fig 7 -

Runoff prediction results of BP, LSTM, and GRU model.</p

The network architecture of the benchmark model.

The network architecture of the benchmark model.</p

Uncertainty analysis results of different models.

Uncertainty analysis results of different models.</p

The structure of TV-DMA.

The structure of TV-DMA.</p

Feature importance analysis of the driving factors.

Feature importance analysis of the driving factors.</p

Accuracy difference of prediction in different periods among single model and TV-DMA model.

Accuracy difference of prediction in different periods among single model and TV-DMA model.</p