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 …

Interaction state Q-learning promotes cooperation in the spatial prisoner's dilemma game

Z Yang, L Zheng, M Perc, Y Li - Applied Mathematics and Computation, 2024 - Elsevier
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 …

Reputation-based interaction promotes cooperation with reinforcement learning

T Ren, XJ Zeng - IEEE Transactions on Evolutionary …, 2023 - ieeexplore.ieee.org
Dynamical interaction represents a fundamental coevolutionary rule that addresses the
intricacies of cooperation in social dilemmas. It provides a normative account for the …

A reinforcement learning-based distributed control scheme for cooperative intersection traffic control

JA Guzmán, G Pizarro, F Núñez - IEEE Access, 2023 - ieeexplore.ieee.org
Traffic congestion is a major source of discomfort and economic losses in urban
environments. Recently, the proliferation of traffic detectors and the advances in algorithms …

Promoting effect of adaptive interaction based on random neighbors to cooperation in the spatial prisoner's dilemma game

S Lu, G Zhu, J Dai - Applied Mathematics and Computation, 2023 - Elsevier
Interaction is an important step in cooperation evolution, and non-deterministic interactions
are common in complex and changeable environments. Therefore, the number of interactive …

Exploring cooperative evolution with tunable payoff's loners using reinforcement learning

H Zhang, T An, P Yan, K Hu, J An, L Shi, J Zhao… - Chaos, Solitons & …, 2024 - Elsevier
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 …

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 …

Protection and improvement of indirect identity cognition on the spatial evolution of cooperation

Y Yao, B Pi, Z Zeng, M Feng - Physica A: Statistical Mechanics and its …, 2023 - Elsevier
In the public goods game on the network, individuals might believe that their neighbors'
neighbors have more similar situations to their own than their direct neighbors since they …

A reinforcement learning-based strategy updating model for the cooperative evolution

X Wang, Z Yang, Y Liu, G Chen - Physica A: Statistical Mechanics and its …, 2023 - Elsevier
The emergence of cooperation between competing agents has been commonly studied
through evolutionary games, but such cooperation often requires a mechanism or a third …

Inhibition and activation of interactions in networked weak prisoner's dilemma

Y Yao, Z Zeng, B Pi, M Feng - Chaos: An Interdisciplinary Journal of …, 2023 - pubs.aip.org
In the framework of the coevolution dynamics of the weak prisoner's dilemma, inspired by
prior empirical research, we present a coevolutionary model with local network dynamics in …