Coalitions among computationally bounded agents
Artificial Intelligence - Special issue on economic principles of multi-agent systems
Cooperation without memory or space: tags, groups and the prisoner's dilemma
MABS 2000 Proceedings of the second international workshop on Multi-agent based simulation
Agent-Based Simulation in the Study of Social Dilemmas
Artificial Intelligence Review
Convergence Problems of General-Sum Multiagent Reinforcement Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Coalition formation with uncertain heterogeneous information
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Coalition Formation for Large-Scale Electronic Markets
ICMAS '00 Proceedings of the Fourth International Conference on MultiAgent Systems (ICMAS-2000)
From Selfish Nodes to Cooperative Networks " Emergent Link-Based Incentives in Peer-to-Peer Networks
P2P '04 Proceedings of the Fourth International Conference on Peer-to-Peer Computing
Stabilization of tag-mediated interaction by sexual reproduction in an evolutionary agent system
Information Sciences: an International Journal - Special issue: Computational intelligence in economics and finance
Using tags to evolve trust and cooperation between groups
Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems
Computational Sociology for Systems "In the Wild": The Case of BitTorrent
IEEE Distributed Systems Online
Towards automatic social bootstrapping of peer-to-peer protocols
ACM SIGOPS Operating Systems Review
Learning to cooperate in multi-agent social dilemmas
AAMAS '06 Proceedings of the fifth international joint conference on Autonomous agents and multiagent systems
Coalition Formation: Towards Feasible Solutions
Fundamenta Informaticae - Multiagent Systems (FAMAS'03)
Multiagent and Grid Systems - Smart Grid Technologies & Market Models
Greedy cheating liars and the fools who believe them
ESOA'06 Proceedings of the 4th international conference on Engineering self-organising systems
A group selection pattern optimizing job scheduling in decentralized grid markets
OTM'07 Proceedings of the 2007 OTM confederated international conference on On the move to meaningful internet systems - Volume Part I
A group selection pattern for agent-based virtual organizations coordination in grids
OTM'07 Proceedings of the 2007 OTM confederated international conference on On the move to meaningful internet systems - Volume Part I
The success and failure of tag-mediated evolution of cooperation
LAMAS'05 Proceedings of the First international conference on Learning and Adaption in Multi-Agent Systems
Robust convention emergence in social networks through self-reinforcing structures dissolution
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Achieving Socially Optimal Outcomes in Multiagent Systems with Reinforcement Social Learning
ACM Transactions on Autonomous and Adaptive Systems (TAAS)
Hi-index | 0.00 |
Tags are arbitrary social labels carried by agents. When agents interact preferentially with those sharing the same Tag, groups are formed around similar Tags. This property can be used to achieve desired group coordination by evolving agent's Tags through a group selection process. In this paper Tags performance is for the first time compared by simulation with alternative mechanisms for coordinated learning in multi-agent systems populations. We target open systems, hence we do not make costly assumptions on agent capabilities (rational or computational). It is a requirement that coordination strategies prove simple to implement and scalable. We build a simulator incorporating competition and cooperation scenarios modeled as one-shot repeated games between agents. Tags prove to be a very good coordination mechanism in both, cooperation building in competitive scenarios and agent behavior coordination in fully cooperative scenarios.