Math notation is easier to read and more abstract and therefore easier to get the gist of the subject at hand. Code has too many tech details, is language dependent and what use is it if you don't understand the math anyway, because you haven't studied it enough? If you only want to implement it without understanding it, then you're essentially asking the paper's author to implement it for you.