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ECML
2004
Springer
14 years 4 months ago
Analyzing Multi-agent Reinforcement Learning Using Evolutionary Dynamics
In this paper, we show how the dynamics of Q-learning can be visualized and analyzed from a perspective of Evolutionary Dynamics (ED). More specifically, we show how ED can be use...
Pieter Jan't Hoen, Karl Tuyls
ISAAC
2005
Springer
127views Algorithms» more  ISAAC 2005»
14 years 5 months ago
Counting Stable Strategies in Random Evolutionary Games
In this paper we study the notion of the Evolutionary Stable Strategies (ESS) in evolutionary games and we demonstrate their qualitative difference from the Nash Equilibria, by sh...
Spyros C. Kontogiannis, Paul G. Spirakis