Introduce stochastic offset credit requirements for agents
Extend the finite-agent Nash-DQN greenhouse gas offset credit market model to incorporate stochastic, rather than deterministic and exogenous, offset credit compliance requirements for each agent, and analyze how such uncertainty affects optimal policies and the Nash equilibrium.
References
Within the current framework, there remain open problems that are worthwhile investigating. Another worthwhile pursuit is to introduce stochastic OC requirements into the model. Currently, we assume the agents' requirements are deterministic and exogenous, which may not be true in the real world.
— Multi-Agent Reinforcement Learning for Greenhouse Gas Offset Credit Markets
(2504.11258 - Welsh et al., 15 Apr 2025) in Section 6 (Conclusion)