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This article invites contributions for a Special Issue on “Coastal Wave Prediction and Analysis Using Machine Learning”. The aim is to showcase innovative research in machine learning applications within the context of coastal wave dynamics, with a focus on predictive models, data-driven approaches, and interdisciplinary collaborations. Original research articles and reviews are welcome in areas such as coastal wave prediction, interpretable machine learning, and oceanographic data analysis.