ICML 2026 agent reproduction
Online social-welfare resource allocation
Confidence-sequence lifting, exact SWF policy oracles, regret scaling, budget nonmonotonicity, and dependent rounding.
Joint result. Every valid theorem consequence passes; nonmonotone, wrong-oracle, and independent-Bernoulli controls fail their targeted assumptions; all three SWFs reproduce square-root-consistent horizon scaling and interior budget peaks.