This technology presents a novel approach to compute maximal independent sets within undirected graphs by leveraging parallel computing resources, such as GPUs. By assigning initial priority values to each vertex based on their degree and the average degree of the graph, the system can simultaneously evaluate and determine the membership of vertices in a maximal independent set, significantly speeding up the process compared to sequential methods.