If the steps are iid uniform as in the title, is the return probability known? Is it positive? Answers, comments, references welcome. Clearly each of these steps is not equivalent to $d$ steps of type $\pm e_i$, especially for large $d$.
Its distribution after $n$ steps is that of $d$ independent uniform $\pm 1$ sums isn't it?