Designing Approximately Incentive-Compatible and Welfare-Maximizing Resource Allocation Mechanisms without Payments

The authors propose a novel neural network-based mechanism, ExS-Net, that achieves a desirable trade-off between social welfare maximization and approximate incentive compatibility in a payment-free resource allocation setting.