Channel State Information (CSI) refers to the known channel properties of a communication link, which helps in understanding how a signal propagates from the transmitter to the receiver and encompasses the effects of scattering, fading, and power decay with distance. It is crucial for optimizing the performance of wireless communication systems by enabling adaptive modulation, beamforming, and MIMO techniques to enhance data rates and reliability.