Complex conjugate poles are pairs of poles in the s-plane that have the same real part and imaginary parts that are equal in magnitude but opposite in sign, often appearing in systems with oscillatory behavior. They are crucial in determining the stability and transient response characteristics of linear time-invariant systems, especially in control systems and signal processing.