The Generalized Master Equation is a fundamental framework in statistical mechanics and quantum physics that describes the time evolution of a system's probability distribution, accounting for memory effects and non-Markovian dynamics. It extends the traditional master equation by incorporating integral kernels that represent the history dependence of the system's evolution, making it crucial for understanding complex systems with long-range temporal correlations.