UTCS Artificial Intelligence
courses
talks/events
demos
people
projects
publications
software/data
labs
areas
admin
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.
View:
PDF
Citation:
In
Advances in Computational Intelligence
, J. Liu et al. (Eds.), Vol. LNCS 7311, pp. 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://www.cs.utexas.edu/users/ai-lab?miikkulainen:wcci12", year={2012} }
People
Eliana Feasley
Formerly affiliated Ph.D. Student
elie [at] cs utexas edu
Igor V. Karpov
Masters Alumni
ikarpov [at] gmail com
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
Wesley Tansey
Formerly affiliated Collaborator
tansey [at] cs utexas edu
Projects
Learning Strategic Behavior in Sequential Decision Tasks
2009 - 2014
NERO: NeuroEvolving Robotic Operatives
2003 - 2009
Cooperative Coevolution of Multi-Agent Systems
2000 - 2007
Areas of Interest
Evolutionary Computation
Game Playing
Neuroevolution
Software/Data
ESL
This is the C# source code for the experiments with Egalitarian Social Learning (ESL) in a robot foraging domain. The re...
2012
NEAT C++
The NEAT package contains source code implementing the NeuroEvolution of Augmenting Topologies method. The source code i...
2010
rtNEAT C++
The rtNEAT package contains source code implementing the real-time NeuroEvolution of Augmenting Topologies method. In ad...
2006
ESP C++
The ESP package contains the source code for the Enforced Sup-Populations system written in C++. ESP is an extension t...
2000
Demos
Evolving Cooperation in Multiagent Systems
Chern Yong
2007
Neuro-Evolving Robotic Operatives (NERO)
Kenneth Stanley
2007
Labs
Neural Networks