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Goal-directed molecular optimization on PMO

2.972Amlodipine MPOSynNet GA
0.310641.001571.69252.38343Sep 13, 2024Dec 17, 2024Mar 23, 2025Jun 26, 2025Sep 30, 2025Jan 3, 2026Apr 9, 2026

Evaluation results

MethodLinks
SynNet GA2024.092.9722.812.5283.3522.851—3.4712.4232.6943.9413.5163.0063.1853.3693.7050.28833.8953.3222.8072.5353.2852.646———2.4072.91—
dREINFORCE2024.092.8852.5942.6833.2773.173—4.3012.2732.4484.1583.6182.9453.3393.3454.0480.28483.8473.3653.1512.9323.5052.755———2.422.991—
GenMol2026.020.810.9370.8260.960.9950.8940.9860.9420.8330.9060.3980.3590.9820.8760.7180.9420.8210.6280.5840.6920.8670.58417.54—————
Genetic GFN2026.020.7610.9490.8020.7330.9740.8560.8810.9690.8970.7640.3790.2940.7080.860.5950.9420.8190.6150.6340.5830.5110.55216.078—————
F-RAG2026.020.7490.9770.7780.9360.9920.8560.9690.9550.850.9040.340.3230.6710.8660.6810.9390.820.5760.6010.5840.4480.48616.301—————
Mol GA2026.020.740.9280.6290.6560.950.8350.8940.9260.8940.8350.3290.2840.7620.8530.610.9410.830.5680.6770.5440.4870.51415.686—————
GP BO2026.020.720.9640.5730.6720.9020.8060.8770.9110.8280.7850.4080.3490.930.8330.6510.9470.810.5290.4740.7270.7560.49916.304—————
SynGBO2026.020.670.9470.8560.8310.9810.8330.9240.9750.8750.910.3570.3490.7590.8560.7740.940.8390.5410.4540.6470.5790.52916.426—————
GRXForm2026.020.6660.970.8620.9440.9910.8290.9280.9620.7950.9140.3580.2770.9540.8480.5690.9420.8330.5880.5130.6910.5040.49516.433—————
REINVENT2026.020.6440.8810.7170.6620.9570.7810.8850.9420.8380.7820.3630.2810.6340.8340.5350.9410.770.5510.470.5440.4580.53315.003—————
MOLLIBRA-LBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.6190.9740.7090.6330.9670.7410.7230.8410.8280.4950.2630.2820.630.8280.5260.9320.7770.5360.4340.6150.4120.44514.208—————
SynNet GAEvaluation Protocol=Average Top-10, Number of independent runs=52024.090.5880.6130.4360.6080.981—0.7790.9070.7290.4810.2420.2710.4780.7840.5520.9460.7850.490.3160.3610.2880.477———0.7810.131—
dREINFORCEEvaluation Protocol=Average Top-10, Number of independent runs=52024.090.5790.5680.4390.6390.952—0.7770.9010.6930.6660.2320.3020.4420.8060.5390.9440.7940.5090.3080.3750.2850.478———0.7550.149—
MOLLIBRA-GBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.5780.9040.4180.6350.8670.7820.520.9050.8180.3760.3350.2220.730.7650.5270.9280.7570.5550.4240.4370.4510.44313.376—————
Tripp’s GP BOBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.5550.8470.4710.6050.5510.7550.4770.890.8190.3980.3310.2250.5560.7480.5160.9290.7520.4950.3530.4180.4590.41912.569—————
LICOBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.5410.6560.4470.5960.8590.70.6170.7790.6720.3360.2170.1930.4230.7590.4730.9250.6870.480.3150.3430.2920.40411.714—————
Genetic GFNBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.5340.6640.4470.6040.8090.6820.6370.7380.6560.4090.2190.2040.4140.7630.4620.9280.6230.4850.2270.3770.2770.411.559—————
MOLLEOBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.5290.770.3650.6030.9510.7140.6310.6030.6010.3590.1570.2070.3890.7950.4690.9260.7470.4910.2580.4250.2710.40511.665—————
Graph GABudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.5010.5830.4240.5810.8330.6660.5230.7350.630.3010.2080.1810.3620.7510.4350.9140.620.4610.2290.3220.2670.37410.901—————
MolReActSynthesizable=Yes2026.040.482—0.364—0.9730.7120.684——0.50.170.168—0.7870.473—0.777—0.337——0.423—0.5520.88———
REINVENTBudget (N)=1000, Seeds (n)=5, Metric=Top-10 AUC2026.010.4720.4960.370.5720.7750.650.5890.7250.630.3150.2050.1880.3790.7370.4040.9210.5740.4470.2610.3110.2460.40610.673—————
SynFormerSynthesizable=Yes2026.040.445—0.344—0.9930.7160.605——0.4660.2210.149—0.7910.439—0.746—0.281——0.41—0.4960.909———
ReaSynSynthesizable=Yes2026.040.432—0.222—0.9890.6690.649——0.4540.1720.164—0.7260.378—0.606—0.281——0.322—0.4480.915———
Graph GASynthesizable=No2026.040.413—0.21—0.8080.6130.678——0.3860.1340.141—0.6580.335—0.245—0.236——0.293—0.4260.877———