“An innovative algorithm integrating high-dimensional reduced mapping and distributed SARSA (λ) collaborative optimization architecture has been developed to establish a multi-agent collaborative learning framework, providing a solution to the problem of balancing real-time performance and accuracy in large-scale power grids.”