Before revision:  With window sizes of 3 to 4 time steps, GNNs achieve at least 95\% accuracy compared to using the entire timeline of the graph .
After revision:  With window sizes of 3 to 4 time steps, GNNs achieve at least 95\% accuracy compared to training over the complete history of the graph .