neural networks research group
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The Role of Emotion and Communication in Cooperative Behavior
Active from 2013 - 2016
The main hypothesis is that complex cooperative behavior arises through a principled interaction between emotion and communication. A primary emotion such as fearfulness results in avoiding the risky actions necessary for the task. This emotion is overcome through a second emotion, affiliation to the team. This emotion also enhances communication, which would otherwise be obscured by fear, so that the actions can be effectively coordinated. To evaluate the hypothesis, a computer scientist will join forces with a behavioral biologist in the proposed project. The approach is based on the principle that, to understand such behavior, it is useful to understand its evolutionary origins. This perspective leads to a unique methodology: using computational evolution to analyze and draw conclusions from an animal model. Specifically, the project focuses on the complex cooperation that emerges in spotted hyenas of Eastern Africa (Crocuta crocuta) when they compete for food resources with larger and more powerful animals, i.e. lions. The specific aims are to: (1) Characterize the target behavior and its endocrine correlates in detail in the animal model; (2) build a computational model that replicates the behavior; (3) determine how the behavior is produced in the model; (4) understand the evolutionary origins of the behavior; and (5) determine how problems with the behavior can be ameliorated. The end result will be a computationally verified theory of how emotions and communication mediate sophisticated cooperative behavior in mammals, and why it occurs this way. This research is supported by NIH under grant 5R01GM105042-02.
People
Joel Lehman
Postdoctoral Alumni
joel [at] cs utexas edu
Dan Lessin
Ph.D. Alumni
dlessin [at] cs utexas edu
Xun Li
Ph.D. Alumni
xun bhsfer [at] cs utexas edu
Padmini Rajagopalan
Postdoctoral Alumni
padminir [at] utexas edu
Aditya Rawal
Ph.D. Alumni
aditya [at] cs utexas edu
Jacob Schrum
Ph.D. Alumni
schrum2 [at] southwestern edu
Risto Miikkulainen
Faculty
risto [at] cs utexas edu
Demos
[Expand to show all 15]
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Factors that Affect the Evolution of Complex Cooperative Behavior
Padmini Rajagopalan
2020
Adapting Morphology to Multiple Tasks in Evolved Virtual Creatures
Dan Lessin, Don Fussell, Risto Miikkulainen
2014
Multimodal Behavior in Imprison Ms. Pac-Man
Jacob Schrum
2014
Multimodal Behavior in Multiple Lives Ms. Pac-Man
Jacob Schrum
2014
Multimodal Behavior in One Life Ms. Pac-Man
Jacob Schrum
2014
Open-Ended Behavioral Complexity for Evolved Virtual Creatures
Dan Lessin, Don Fussell, Risto Miikkulainen
2013
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
Multi-modal Approaches to Evolving Behavior for Multi-task Games
Jacob Schrum
2011
The Role of Reward Structure, Coordination Mechanism and Net Return in the Evolution of Cooperation
Padmini Rajagopalan, Aditya Rawal
2011
Emergence of Competitive and Cooperative Behavior and Arms Race Through Coevolution
Aditya Rawal, Padmini Rajagopalan
2010
Fitness-based Shaping in Multi-objective Domains
Jacob Schrum
2010
Multi-modal Behavior in NPCs
Jacob Schrum
2009
Multi-objective Neuroevolution of NPCs
Jacob Schrum
2008
Evolving Cooperation in Multiagent Systems
Chern Yong
2007
Publications
[Expand to show all 11]
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Neuroevolution: Harnessing Creativity in AI Model Design
Sebastian Risi, David Ha, Yujin Tang, Risto Miikkulainen
To Appear In , Cambridge, MA, 2025. MIT Press.
2025
Neuroevolution Insights Into Biological Neural Computation
Risto Miikkulainen
To Appear In
Science
, 2024.
2024
Adapting Morphology to Multiple Tasks in Evolved Virtual Creatures
Dan Lessin, Don Fussell, Risto Miikkulainen
To Appear In
Proceedings of The Fourteenth International Conference on the Synthesis and Simulati...
2014
Evolution of Communication in Mate Selection
Aditya Rawal, Janette Boughman and Risto Miikkulainen
To Appear In
Proceedings of The Fourteenth International Conference on the Synthesis and Simulati...
2014
Evolving Multimodal Behavior Through Modular Multiobjective Neuroevolution
Jacob Schrum
PhD Thesis, The University of Texas at Austin, Austin, TX 78712, May 2014. Tech Report TR-14-07.
2014
Evolving Multimodal Behavior Through Subtask and Switch Neural Networks
Xun Li and Risto Miikkulainen
In
Proceedings of The Fourteenth International Conference on the Synthesis and Simulation of Livi...
2014
Evolving Multimodal Behavior With Modular Neural Networks in Ms. Pac-Man
Jacob Schrum and Risto Miikkulainen
In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2014)
, 325--332,...
2014
General Intelligence through Prolonged Evolution of Densely Connected Neural Networks
Padmini Rajagopalan, Aditya Rawal, Kay E. Holekamp and Risto Miikkulainen
In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2014)
, Vancouver...
2014
Overcoming Deception in Evolution of Cognitive Behaviors
Joel Lehman and Risto Miikkulainen
To Appear In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2014)
,...
2014
The Evolution of General Intelligence
Padmini Rajagopalan, Kay E. Holekamp and Risto Miikkulainen
In
Proceedings of The Fourteenth International Conference on the Synthesis and Simulation of Livi...
2014
Trading Control Intelligence for Physical Intelligence: Muscle Drives in Evolved Virtual Creatures
Dan Lessin, Don Fussell, Risto Miikkulainen
To Appear In
Proceedings of the Genetic and Evolutionary Computation Conference (GECCO) 2014
,...
2014
Software/Data
MM-NEAT
Download at GitHub
Modular Multiobjective NEAT is a software fra...
2014
BREVE Monsters
BREVE is a system for designing Artificial Life simulations available at
http://spiderlan...
2010
Related Areas
Evolutionary Computation
Neuroevolution
Multiobjective Optimization
Artificial Life
Cognitive Science
Game Playing
Memory