RPF-Net regularizes the proportional fairness allocation with a learned penalty, cutting misreporting gains by over 80 percent while keeping near-optimal social welfare.
G Proof of Theorem 3 It is obvious that the exploitability of any mechanism at agenti cannot exceed the utility of agenti when its demands are fully satisfied
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Regularized Proportional Fairness Mechanism for Resource Allocation Without Money
RPF-Net regularizes the proportional fairness allocation with a learned penalty, cutting misreporting gains by over 80 percent while keeping near-optimal social welfare.