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Constructing Competitive and Cooperative Agent Behavior Using Coevolution (2010)
Aditya Rawal
,
Padmini Rajagopalan
and
Risto Miikkulainen
In nature, multiple agents in teams collaborate and compete with one another at the same time. Replicating such agent interactions in games can make for realistic opponent teams. Yet cooperation and competition have mostly been studied separately so far. This paper focuses on simultaneous cooperative and competitive coevolution in a complex predator-prey domain. Multi-Agent ESP [23] architecture is first used to evolve neural networks to control predator and prey agents, but such a naive combination of otherwise successful architectures turns out not to sustain an arms race. An extended architecture consisting of multiple cooperating neural networks within each agent is therefore introduced. This architecture successfully results in hierarchical cooperation and competition in teams of prey and predators: In sustained coevolution, high-level pursuit-evasion behaviors emerge. In this manner, coevolution of neural networks is shown to scale up to an arms race of multiple competing and cooperating agents, more closely modeling coevolution of complex behavior in nature.
View:
PDF
Citation:
In
IEEE Conference on Computational Intelligence and Games (CIG 2010)
, Copenhagen, Denmark, August 2010.
Bibtex:
@InProceedings{rawal:cig10, title={Constructing Competitive and Cooperative Agent Behavior Using Coevolution}, author={Aditya Rawal and Padmini Rajagopalan and Risto Miikkulainen}, booktitle={IEEE Conference on Computational Intelligence and Games (CIG 2010)}, month={August}, address={Copenhagen, Denmark}, url="http://www.cs.utexas.edu/users/ai-lab?rawal:cig10", year={2010} }
Presentation:
Video
People
Risto Miikkulainen
Faculty
risto [at] cs utexas edu
Padmini Rajagopalan
Postdoctoral Alumni
padminir [at] utexas edu
Aditya Rawal
Ph.D. Alumni
aditya [at] cs utexas edu
Projects
Learning Strategic Behavior in Sequential Decision Tasks
2009 - 2014
Coevolution of Competitive and Cooperative Agent Behavior
2009 - Present
Areas of Interest
Artificial Life
Neuroevolution
Demos
Emergence of Competitive and Cooperative Behavior and Arms Race Through Coevolution
Aditya Rawal, Padmini Rajagopalan
2010
Labs
Neural Networks