Embodiments of an invention for using dark bits to reduce physically unclonable function (PUF) error rates are disclosed. In one embodiment, an integrated circuit includes a PUF cell array and dark bit logic. The PUF cell array is to provide a raw PUF value. The dark bit logic is to select PUF cells to mark as dark bits and to generate a dark bit mask based on repeated testing of the PUF cell array.