ResearchBenchmarksDouble gene perturbation prediction on NormanFollow0.0385RMSE (All Samples)Doloris0.0379080.0419040.04590.049896Jun 26, 2025Evaluation ResultsMethodMethodLinksRMSE (All Samples)RMSE (DE20)RMSE (DE40)E-distance (All Samples)E-distance (DE20)E-distance (DE40)EMD (All Samples)EMD (DE20)EMD (DE40)Doloris2025.060.03850.24310.20950.68190.78880.81430.01790.20250.1678linear2025.060.04050.25230.21230.78860.82760.88350.0190.21750.1857GRAPE2025.060.05160.28710.29470.78620.92720.96010.02890.23850.1978GEARS2025.060.05330.30950.32841.12040.86650.96140.03060.24030.2347