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This reprint encompasses articles that were accepted and published in the Special Issue titled "Probability Theory and Stochastic Modeling with Applications." This Special Issue delves into the theory and application of stochastic models across various disciplines. We hope that these publications could inspire researchers in relevant communities. It is our aim that these papers not only stimulated future research in probability and stochastic modeling, but also encouraged the exploration of their potential applications.