RPF-Net regularizes the proportional fairness allocation with a learned penalty, cutting misreporting gains by over 80 percent while keeping near-optimal social welfare.
v⊤ Na⋆ NdzN +zN(a⋆ N)⊤dvN , 23 Published in Transactions on Machine Learning Research (01/2025) the matrix M′ 1∈ RNM×NM is M′ 1 = (µ⋆ 1−ν⋆ 1−λ⋆−z1)v⊤ 1 ··· 0
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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.