Interaction state Q-learning promotes cooperation in the spatial prisoner's dilemma game
Many recent studies have used reinforcement learning methods to investigate the behavior
of agents in evolutionary games. Q-learning, in particular, has become a mainstream …
of agents in evolutionary games. Q-learning, in particular, has become a mainstream …
Exploring cooperative evolution with tunable payoff's loners using reinforcement learning
Imitation and replication have emerged as a paradigm in numerous studies that explore the
evolution of cooperative behavior. Since they embrace the essence of natural selection, it is …
evolution of cooperative behavior. Since they embrace the essence of natural selection, it is …
Intrinsic fluctuations of reinforcement learning promote cooperation
W Barfuss, JM Meylahn - Scientific reports, 2023 - nature.com
In this work, we ask for and answer what makes classical temporal-difference reinforcement
learning with ϵ-greedy strategies cooperative. Cooperating in social dilemma situations is …
learning with ϵ-greedy strategies cooperative. Cooperating in social dilemma situations is …
Reputation-based interaction promotes cooperation with reinforcement learning
Dynamical interaction represents a fundamental coevolutionary rule that addresses the
intricacies of cooperation in social dilemmas. It provides a normative account for the …
intricacies of cooperation in social dilemmas. It provides a normative account for the …
Enhancing cooperative evolution in spatial public goods game by particle swarm optimization based on exploration and q-learning
In evolutionary game theory, the emergence and maintenance of cooperative behavior in a
population often face challenges posed by the temptation of free-riding behavior, which …
population often face challenges posed by the temptation of free-riding behavior, which …
Learning and propagation: Evolutionary dynamics in spatial public goods games through combined Q-learning and Fermi rule
Y Shen, Y Ma, H Kang, X Sun, Q Chen - Chaos, Solitons & Fractals, 2024 - Elsevier
Propagation is crucial for acquiring information, and learning involves deep information
processing. Imitation dynamics, commonly used in spatial public goods games, represents …
processing. Imitation dynamics, commonly used in spatial public goods games, represents …
Synergistic effects of adaptive reward and reinforcement learning rules on cooperation
L Wang, L Fan, L Zhang, R Zou… - New Journal of Physics, 2023 - iopscience.iop.org
Cooperative behavior in multi-agent systems has been a focal point of research, particularly
in the context of pairwise interaction games. While previous studies have successfully used …
in the context of pairwise interaction games. While previous studies have successfully used …
Effect of Q-learning on the evolution of cooperation behavior in collective motion: An improved Vicsek model
C Wang, J Deng, H Zhao, L Li - Applied Mathematics and Computation, 2024 - Elsevier
There have been numerous studies on collective behavior, among which communication
between agents can have a great impact on both the payoff and the cost of making …
between agents can have a great impact on both the payoff and the cost of making …
Emergence of anti-coordinated patterns in snowdrift game by reinforcement learning
Patterns emerging through self-organization in nature have sparked considerable interest
across various disciplines, owing to their significance in comprehending collective …
across various disciplines, owing to their significance in comprehending collective …
Cooperative behavior under the influence of multiple experienced guiders in Prisoner's dilemma game
T You, H Yang, J Wang, P Zhang, J Chen… - Applied Mathematics and …, 2023 - Elsevier
In evolutionary game theory, the emergence and maintenance of group cooperative
behavior is usually challenged by the lure of high-payoff defection behavior. Recently …
behavior is usually challenged by the lure of high-payoff defection behavior. Recently …