Generalizing heterogeneity condition across multiple learning time scales
Establish whether the cooperation-enabling heterogeneity condition identified—embedding learning-aware agents within a mix that includes non-learning-aware agents—extends to mixtures of agents that learn at multiple time scales, and characterize the resulting dynamics.
References
An interesting question for future work is whether this condition can be generalized to mixtures of agents that learn at multiple time scales, beyond the all-or-none case considered here.
— Multi-agent cooperation through learning-aware policy gradients
(Meulemans et al., 24 Oct 2024) in Conclusion