We study the problem of determining, for a polynomial function f on a vector space V , the linear transformations g of V such that f ◦ g = f . When f is invariant under a simple algebraic group G acting irreducibly on V , we note that the subgroup of GL(V ) stabilizing f often has identity component G, and we give applications realizing various groups, including the largest exceptional group E8...