Seekable random number generator

Is there any exact random generator that can be seek (for example 10004th number is always X, with O(1) performance)?

var x = new RNG(99); // seed
var y = x.at(10004); // always return same value, eg. 0.34

what's the algorithm or function/formula name? any language is fine.