Cooperation is one of the most difficult elements to get right in multi-agent models such as those powered by reinforcement learning techniques. Effective cooperation dynamics in multi-agent have two main dimensions:
1) What levels of cooperation is needed for an agent to be effective?
2) Which are the right agents to cooperate with?
- https://jrodthoughts.medium.com/deepminds-new-game-to-improve-cooperation-in-multi-agent-models-f4253bc2e376
A key challenge in the study of multiagent cooperation is the need for individual agents not only to cooperate effectively, but to decide with whom to cooperate.
- Kopparapu, Kavya, et al. "Hidden Agenda: a Social Deduction Game with Diverse Learned Equilibria." arXiv preprint arXiv:2201.01816 (2022).
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