ResearchBenchmarksPoint prediction on Logistics Dataset Location L3 Delayed instances onlyPoint prediction on Logistics Dataset Location L3 Delayed instances onlyFollow30Avg QLDL (ours)28.7237.364654.64Feb 23, 2026Evaluation resultsMethodMethodLinksAvg QLMAEDL (ours)algorithm=multi-task d...algorithm=multi-task deep learning model2026.02300.67CatB-S2algorithm=CatBoost, st...algorithm=CatBoost, stages=two-step2026.02330.81XGB-S2algorithm=XGBoost, sta...algorithm=XGBoost, stages=two-step2026.02400.9XGB-S1algorithm=XGBoost, sta...algorithm=XGBoost, stages=single-step2026.02591.85CatB-S1algorithm=CatBoost, st...algorithm=CatBoost, stages=single-step2026.02621.86