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Factors that Affect the Evolution of Complex Cooperative Behavior (2020)
Author: Padmini Rajagopalan
In real life, spotted hyenas sometimes team up to attack lions in a coordinated fashion to drive them away from a kill. This mobbing behavior is much more complex than the hyenas’ usual cooperative behaviors.
In this video's 100x100 simulated toroidal grid world, the orange sphere is a lion agent and the green cubes are ten hyena agents. Since the simulation environment is toroidal, agents that exit from the left immediately enter from the right, and vice-versa. Similarly, agents that exit from the bottom reenter from the top and vice-versa.
The video demonstrates a case of successful mobbing, where the lion is driven away from the kill site. In simulation, we can discover hyena behaviors that form stepping stones that make it possible to eventually evolve mobbing.
In this video, the orange agent is a risk-taker that walks straight in and gets eliminated. The red one is a risk-evader that stops at the circle, but doesn't understand when it should step in. As a result, even though the blue agents coordinate their attack, they get killed because the red agent doesn't join them. This video illustrates the stepping stones from which successful mobbing behavior can be built through evolution.
This video illustrates successful mobbing; the blue agents move to the circle, and when there's enough of them, mob the lion. Note also a successful risk-evader strategy (green agent). It hangs back until the lion has been mobbed, and then joins the feast when it is safe to do so (receiving a lower reward). These behaviors persist in prolonged evolution, and thus serve not only as stepping stones, but also as reservoirs of behaviors for maintaining mobbing in the long run.
People
Kay E. Holekamp
Collaborator
holekamp [at] msu edu
Padmini Rajagopalan
Postdoctoral Alumni
padminir [at] utexas edu
Projects
Coevolution of Competitive and Cooperative Agent Behavior
Since 2009
The Role of Emotion and Communication in Cooperative Behavior
2013 - 2016
Publications
Evolution of Complex Coordinated Behavior
Padmini Rajagopalan, Kay E. Holekamp and Risto Miikkulainen
In
2020 IEEE Congress on Evolutionary Computation (CEC)
, July 2020.
2020
Factors that Affect the Evolution of Complex Cooperative Behavior
Padmini Rajagopalan, Kay E. Holekamp and Risto Miikkulainen
In
The 2019 Conference on Artificial Life (ALIFE 2019)
, 333--340, July 2019.
2019
The Evolution of Coordinated Cooperative Behaviors
Padmini Rajagopalan
PhD Thesis, Department of Computer Science, University of Texas at Austin, Austin, TX, August 2016.
2016
Areas of Interest
Artificial Life