Differential/Balanced transmission

A pair of signal lines(true and inverted) is essential for each channel (there is additional ground return path). Noise is coupled to both wires of the pair, hence rejected by common mode rejection capability of differential amplifier.
Ground noise is also rejected by common mode rejection capability.