Titlebook: Genetic Programming Theory and Practice XIX; Leonardo Trujillo,Stephan M. Winkler,Wolfgang Banz Book 2023 The Editor(s) (if applicable) an

BATE

Evolving Complexity is Hard,ar genetic programming implementations, we demonstrate that the logic gate circuit shares many universal properties of biologically derived G-P maps, with the exception of the relationship between one method of computing phenotypic evolvability, robustness, and complexity. Due to the inherent struct

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Correlation Versus RMSE Loss Functions in Symbolic Regression Tasks,ess function. Using correlation with an alignment step to conclude the evolution led to significant performance gains over RMSE as a fitness function. Employing correlation as a fitness function led to solutions being found in fewer generations compared to RMSE. We also found that fewer data points

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GUI-Based, Efficient Genetic Programming and AI Planning for Unity3D,L-Unity3D, is built in Unity3D, a game development environment. ABL-Unity3D addresses challenges entailed in co-opting Unity3D: making the simulator serve agent learning rather than humans playing a game, lowering fitness evaluation time to make learning computationally feasible, and interfacing GP