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Goal-directed Molecule Design on GuacaMol

1Osimertinib MPO ScoreGEGL
0.686960.768230.84950.93077Dec 21, 2023Apr 27, 2024Sep 2, 2024Jan 9, 2025May 17, 2025Sep 22, 2025Jan 29, 2026

Evaluation results

MethodLinks
GEGL2023.12110.5521111110.4550.43710.9330.8330.9050.7490.76311117.627————
MolRL-MGPTnumber of GPT agents=4, batch size=256, tasks iterations=50002023.120.97711111110.9390.4490.42210.9390.810.9060.8230.790.9971118.052————
Graph GA2023.120.9531111110.9710.9820.4060.4320.9980.920.7920.8940.8910.7540.991117.983————
PABLOEvaluation Budget=10K, Number of runs=52026.010.919————————0.3980.3390.9340.893—0.8530.7730.6060.951——7.4390.7721——
REINVENTEvaluation Budget=10K, Number of runs=52026.010.909————————0.3990.3320.910.865—0.7350.080.4780.197——5.5490.6443——
SMILES LSTM2023.120.9071111110.9930.8790.4380.4220.9590.8550.8080.8940.5450.6690.9780.9960.99817.34————
Reinvent2023.120.8891111110.9990.8770.4340.39510.8950.7640.8880.5390.590.0950.9940.9916.35————
SMILES GA2023.120.8860.7320.5150.5980.8340.9070.790.8290.8890.3340.380.9310.8810.6610.7220.6890.4130.5520.970.88514.396————
Graph GAEvaluation Budget=10K, Number of runs=52026.010.88————————0.350.3240.8450.81—0.7830.6890.4210——5.7270.6252——
dataset2023.120.8390.5050.4190.4560.5950.7190.6290.6840.7470.3340.3510.8170.7920.5750.6960.5090.5470.2590.9330.73812.144————
DST2026.010.8270.2810.201————————0.7780.752—0.5820.2050.3440——4.4720.50213——
MIMOSA2026.010.8170.2960.238————————0.7430.773—0.5940.2090.2870——4.5140.55712——
MolPAL2026.010.8160.3090.273————————0.7090.556—0.6510.1170.2860——4.2210.50416——
GFlowNet-AL2026.010.812——————————0.7320.705—0.4660.0280.048———3.6750.464240.2290.191
MARS2026.010.8090.2330.203————————0.7550.776—0.5460.0830.2960——4.1890.48817——
VAE BOrepresentation=SELFIES2026.010.8020.2310.206————————0.7070.564—0.5930.2440.3790.064——4.2720.48215——
Screening2026.010.8010.2710.244————————0.7060.532—0.6130.1420.280——4.0890.518——
VAE BOrepresentation=SMILES2026.010.8010.2670.222————————0.7190.598—0.6110.1140.1390.064——4.0190.48419——
GFlowNet2023.120.7920.4090.2110.3420.5860.4580.3960.5350.2240.2180.1950.7150.680.4590.430.0420.07200.5870.4757.826————
Graph MCTS2023.120.7840.3550.3110.3110.380.7490.4020.410.6310.2250.170.6950.6160.3850.5330.4580.4880.040.590.4789.009————
GA+D2026.010.7840.2190.161————————0.7370.775—0.5270.4820.3590——4.3810.33714——
Graph MCTS2026.010.738——————————0.6110.369—0.4830.210.166———3.3010.334250.2420.148
MolDQN2026.010.699——————————0.5320.171—0.3830.0150.042———2.420.282260.1880.108