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Multiagent Learning through Neuroevolution (2012)
Risto Miikkulainen
,
Eliana Feasley
,
Leif Johnson
,
Igor Karpov
,
Padmini Rajagopalan
,
Aditya Rawal
, and
Wesley Tansey
Neuroevolution is a promising approach for constructing intelligent agents in many complex tasks such as games, robotics, and decision making. It is also well suited for evolving team behavior for many multiagent tasks. However, new challenges and opportunities emerge in such tasks, including facilitating cooperation through reward sharing and communication, accelerating evolution through social learning, and measuring how good the resulting solutions are. This paper reviews recent progress in these three areas, and suggests avenues for future work.
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Citation:
In J. Liu et al., editors,
Advances in Computational Intelligence
, LNCS 7311, 24-46, Berlin, Heidelberg:, 2012. Springer.
Bibtex:
@incollection{miikkulainen:wcci12, title={Multiagent Learning through Neuroevolution}, author={Risto Miikkulainen and Eliana Feasley and Leif Johnson and Igor Karpov and Padmini Rajagopalan and Aditya Rawal and Wesley Tansey}, booktitle={Advances in Computational Intelligence}, volume={LNCS 7311}, editor={J. Liu et al.}, address={Berlin, Heidelberg:}, publisher={Springer}, pages={24-46}, url="http://nn.cs.utexas.edu/?miikkulainen:wcci12", year={2012} }
People
Eliana Feasley
Former Member
elie@cs.utexas.edu
Leif Johnson
Ph.D. Student
leif@cs.utexas.edu
Igor V. Karpov
Ph.D. Student
ikarpov@cs.utexas.edu
Risto Miikkulainen
Professor
risto@cs.utexas.edu
Padmini Rajagopalan
Ph.D. Student
padmini@cs.utexas.edu
Aditya Rawal
Ph.D. Student
aditya@cs.utexas.edu
Wesley Tansey
Ph.D. Student
tansey@cs.utexas.edu
Projects
NERO: NeuroEvolving Robotic Operatives
2003 - 2009
Cooperative Coevolution of Multi-Agent Systems
2000 - 2007
Demos
Evolving Cooperation in Multiagent Systems
Chern Yong
2007
Neuro-Evolving Robotic Operatives (NERO)
Kenneth Stanley
2007
Software/Data
ESL
NEAT C++
rtNEAT C++
ESP C++
Areas of Interest
Evolutionary Computation
Neuroevolution
Game Playing