RPF-Net regularizes the proportional fairness allocation with a learned penalty, cutting misreporting gains by over 80 percent while keeping near-optimal social welfare.
As part of the objective of(4),a⊤ i vi can be verified to be affine sinceai is parameter-free and vi is parameter-affine
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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.