Author

Adriano Vinhas

2 papers indexed here

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Review Open access 2026

Evolutionary Machine Learning Meets Self-Supervised Learning: A Comprehensive Survey

This work introduces Evolutionary Self-Supervised Learning as a research area and proposes a taxonomy based on two core directions, evolution applied to Self-Supervised learning and Self-Supervised learning applied to evolution.

Adriano Vinhas, João Correia, Penousal Machado · IEEE Access · 2 citations

Review Apr 2025

Evolutionary Machine Learning meets Self-Supervised Learning: a comprehensive survey

A new sub-area of research is suggested, which is called Evolutionary Self-Supervised Learning, which is suggested to help both in shaping evolutionary processes and in automating the design of deep neural networks, while also reducing the need for labelled data.

Adriano Vinhas, João Correia, Penousal Machado · IEEE Access · 0 citations