The 12 full papers were and 7 short papers included in this volume were carefully reviewed and selected from 34 submissions. The conference presents topics such as Genetic Programming, Evolutionary Computation, Symbolic Regression, Program Synthesis, Evolutionary Machine Learning, Explainable Artificial Intelligence, Interpretable Models and much more.