Emergent Specialization in Multi-Learner Systems Through Participation Dynamics and Retraining

Repeated myopic updates by risk-reducing subpopulations and learners lead to segmented equilibria, where subpopulations specialize across learners. This can improve overall social welfare compared to single-learner settings.