ResearchBenchmarksAuto-bidding on Simulated Offline Advertising System 2.5k Budget 30 AdvertisersAuto-bidding on Simulated Offline Advertising System 2.5k Budget 30 AdvertisersFollow545.03GMVAIGB-Pearl478.8236496.0118513.2530.3882Sep 19, 2025Evaluation resultsMethodMethodLinksGMVRelative ImprovementAIGB-Pearl2025.09545.030.0259DiffBid2025.09531.29—DT2025.09527.88—MOPO2025.09523.91—IQL2025.09518.27—MORL2025.09511.93—BCQ2025.09498.77—USCB2025.09497.66—CQL2025.09481.37—