ResearchBenchmarksQueue Length Estimation on N1-IN (Afternoon peak)Queue Length Estimation on N1-IN (Afternoon peak)Follow85.82RMSEXGBoost75.2712146.4756217.68288.8844Sep 29, 2025Evaluation resultsMethodMethodLinksRMSEMAEMAPEXGBoost2025.0985.8267.7116.96Q-Net2025.0988.3669.2517.41GP2025.0993.2573.3218.5Tree-RPROP2025.09101.3775.4919.43LSTM2025.09103.3282.5418.16ISC2025.09297.51241.4950.3OSD2025.09349.54269.3258.02