<ul><li>The combination of Evolutionary Machine Learning and self-supervised learning has been a growing trend in recent years.</li><li>Evolutionary Machine Learning can automate the design of machine learning algorithms and provide more reliable solutions.</li><li>Self-supervised learning is effective for learning useful features when labeled data is limited.</li><li>This survey provides an overview of the studies in this area, introduces Evolutionary Self-Supervised Learning as a new sub-area, and suggests directions for future research.</li></ul>

Evolutionary algorithms meet self-supervised learning: a comprehensive survey

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