Federated Learning Incentive-Compatibility Evaluation for Computer Agriculture Data Cooperatives Under Elite Capture: An Artificial Intelligence Mechanism-Design Bound for Governance Legitimacy

Agricultural data cooperatives that pool farm-level information for machine-learning services face a governance problem that predates the algorithms: the members who control the pooling infrastructure can capture the surplus it generates. the present analysis treats federated learning as a mechan