GUI-Based, Efficient Genetic Programming and AI Planning for Unity3D

Created by W.Langdon from gp-bibliography.bib Revision:1.7325

@InProceedings{gold:2022:GPTP,

• author = "Robert Gold and Andrew Haydn Grant and Erik Hemberg and Chathika Gunaratne and Una-May O'Reilly",
• title = "{GUI-Based,} Efficient Genetic Programming and {AI} Planning for {Unity3D}",
• booktitle = "Genetic Programming Theory and Practice XIX",
• year = "2022",
• editor = "Leonardo Trujillo and Stephan M. Winkler and Sara Silva and Wolfgang Banzhaf",
• series = "Genetic and Evolutionary Computation",
• pages = "57--79",
• address = "Ann Arbor, USA",
• month = jun # " 2-4",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-981-19-8459-4",
• URL = "http://link.springer.com/chapter/10.1007/978-981-19-8460-0_3",
• DOI = "doi:10.1007/978-981-19-8460-0_3",
• abstract = "We present a GUI-driven and efficient Genetic Programming (GP) and AI Planning framework designed for agent-based learning research. Our framework, ABL-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 with an AI Planner to support hybrid algorithms. We achieve this by developing a Graphical User Interface (GUI) using the Unity3D editor’s programmable interface and performance optimizations. These optimizations result in at least a 3x speedup. In addition, we describe ABL-Unity3D by explaining how to use it for an example experiment using GP and AI Planning. We benchmark ABL-Unity3D by measuring the performance and speed of the AI Planner alone, GP alone, and the AI Planner with GP.",
• notes = "Part of \cite{Banzhaf:2022:GPTP} published after the workshop in 2023",

}

Genetic Programming entries for Robert Gold Andrew Haydn Grant Erik Hemberg Chathika S Gunaratne Una-May O'Reilly

Citations