Experimental results of ablation study on four datasets.

“a” represents the addition of attention mechanism in the regular graph convolution, while “ga” represents the incorporation of both gate and attention mechanisms in the regular graph convolution.

Figshare2024-06-27 更新10

Ablation experiments on four datasets.

Time series prediction is a widely used key technology, and traffic flow prediction is its typical application scenario. Traditional time series prediction models such as LSTM (Long Short- Term Memory

Figshare2025-07-10 更新00

Results of ablation studies on SHD and SHWD datasets.

Figshare2025-05-20 更新10