I remember Bernstein has a clever algorithm for some nonresiduosity problem (quadratic, cubic, or general, I don't remember). He begins the paper, IIRC, by explaining that for all practical purposes you should search directly and that this algorithm is of theoretical interest only. This agrees with Batalov's post above.
