Who Bears the Burden? Learning Responsibility for Shared Constraints in Multi-Agent Reinforcement Learning

When multiple agents share a cost budget, a common Lagrange multiplier can enforce the aggregate constraint but does not determine how its penalty should be allocated across agents. Uniform penalties ignore heterogeneity in the rewards agents sacrifice, while agent-specific multipliers may still rel