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Soft computing is the study of approximate reasoning and processes that solve complex real-life problems that cannot be modeled or are too difficult to model mathematically. The present reprint contains 10 of the total 31 submitted articles that were accepted and published in the Special Issue "Advances and Applications of Soft Computing" of the MDPI Mathematics journal during the years 2023 and 2024. These articles cover a wide range of theory and applications of soft computing, especially its branch on fuzzy sets and systems.