You can use "the author" or refer to the article or paper. [name of paper] mentions that X is faster than Y. The author suggests the cause of the speed up is Z

You can use "the author" or refer to the article or paper. [name of paper] mentions that X is faster than Y. The author suggests the cause of the speed up is Z, while we believe it is W.