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Evolution of a Communication Code in Cooperative Tasks (2012)
Aditya Rawal
,
Padmini Rajagopalan
,
Risto Miikkulainen
and
Kay Holekamp
Communication through vocalizations is used by spotted hyenas and chimpanzees for coordination during hunting and for raising alarm calls in defense (Bullinger et al., 2011; Holekamp et al., 2007). Vocal signals are omni-directional and are therefore more effective than visual communication in these situations. In cooperative tasks, agents use these signals to pro-actively exchange information for common good. A simulated predator-prey domain is considered in this paper - where multiple predator agents exchange real valued messages as an approximation of vocalization in nature. In artificial intelligence, the problem of coordination among multiple predator agents during prey capture is hard because of the non-Markovian environment (Panait and Luke, 2005). Experiments are carried out in this paper to show how information exchange through messaging can make the environment less non-Markovian and improve predator team performance during cooperative hunt. The values of these messages are analyzed to study the emergence of a common communication code among the predator agents. The results in this paper also provide an insight into the constraints under which language evolves in nature.
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PDF
Citation:
In
Artificial Life (13th International Conference on the Synthesis and Simulation of Living Systems)
, East Lansing, Michigan, USA, 2012.
Bibtex:
@inproceedings{rawal:alife12, title={Evolution of a Communication Code in Cooperative Tasks}, author={Aditya Rawal and Padmini Rajagopalan and Risto Miikkulainen and Kay Holekamp}, booktitle={Artificial Life (13th International Conference on the Synthesis and Simulation of Living Systems)}, address={East Lansing, Michigan, USA}, url="http://nn.cs.utexas.edu/?rawal:alife12", year={2012} }
People
Kay E. Holekamp
Former Collaborator
holekamp [at] msu edu
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
Coevolution of Competitive and Cooperative Agent Behavior
Since 2009
Learning Strategic Behavior in Sequential Decision Tasks
2009 - 2014
Demos
Cooperation to Overcome a More Powerful Adversary
Kay Holekamp
2012
Evolution of a Communication Code in Cooperative Tasks
Aditya Rawal, Padmini Rajagopalan, Risto Miikkulainen, Kay Holekamp
2012
Areas of Interest
Evolutionary Computation
Neuroevolution
Reinforcement Learning
Artificial Life