Yeah because the GPU has special hardware which you can take advantage of for an optimized box filter.
https://www.rastergrid.com/blog/2010/09/efficient-gaussian-b...
https://www.rastergrid.com/blog/2010/09/efficient-gaussian-b...
I updated a few sentences in the article to reflect that uncertainty. Thanks!