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ResearchFormerly WizWand

Molecular Property Prediction on ToxCast 50-shot (test)

57.9ROC-AUCSUPThard
49.985652.040354.09556.1497Sep 30, 2022Dec 23, 2022Mar 17, 2023Jun 9, 2023Sep 1, 2023Nov 24, 2023Feb 16, 2024
Updated 5mo ago

Evaluation results

MethodLinks
SUPThardPre-training strategy=EdgePred, Shots=502024.0257.9
SUPTsoftPre-training strategy=EdgePred, Shots=502024.0257.88
GPF-plusPre-training Strategy=EdgePred2022.0957.69
GPFPre-training Strategy=EdgePred2022.0957.33
GPF-plusPre-training strategy=EdgePred, Shots=502024.0257.33
SUPThardPre-training strategy=Infomax, Shots=502024.0257.16
SUPTsoftPre-training strategy=Infomax, Shots=502024.0257.16
GPF-plusPre-training Strategy=Infomax2022.0957.13
GPFPre-training strategy=EdgePred, Shots=502024.0257.1
GPFPre-training Strategy=AttrMasking2022.0956.84
GPFPre-training strategy=Infomax, Shots=502024.0256.8
GPF-plusPre-training Strategy=AttrMasking2022.0956.78
GPFPre-training Strategy=Infomax2022.0956.76
SUPTsoftPre-training strategy=AttrMasking, Shots=502024.0256.76
SUPThardPre-training strategy=AttrMasking, Shots=502024.0256.74
GPF-plusPre-training strategy=AttrMasking, Shots=502024.0256.71
GPFPre-training strategy=AttrMasking, Shots=502024.0256.69
GPF-plusPre-training strategy=Infomax, Shots=502024.0256.3
GPF-plusPre-training Strategy=ContextPred2022.0955.91
Fine-tuningPre-training Strategy=EdgePred2022.0955.73
FTPre-training strategy=EdgePred, Shots=502024.0255.73
GPFPre-training Strategy=ContextPred2022.0955.7
SUPThardPre-training strategy=ContextPred, Shots=502024.0255.46
SUPTsoftPre-training strategy=ContextPred, Shots=502024.0255.39
GPFPre-training strategy=ContextPred, Shots=502024.0255.31
GPF-plusPre-training strategy=ContextPred, Shots=502024.0254.87
Fine-tuningPre-training Strategy=ContextPred2022.0954.46
FTPre-training strategy=ContextPred, Shots=502024.0254.46
SUPTsoftPre-training strategy=GCL, Shots=502024.0254.2
SUPThardPre-training strategy=GCL, Shots=502024.0254.17
Fine-tuningPre-training Strategy=Infomax2022.0953.93
FTPre-training strategy=Infomax, Shots=502024.0253.93
GPFPre-training strategy=GCL, Shots=502024.0253.92
Fine-tuningPre-training Strategy=AttrMasking2022.0953.47
FTPre-training strategy=AttrMasking, Shots=502024.0253.47
GPF-plusPre-training Strategy=GCL2022.0953.25
GPF-plusPre-training strategy=GCL, Shots=502024.0252.66
GPFPre-training Strategy=GCL2022.0952.64
Fine-tuningPre-training Strategy=GCL2022.0950.29
FTPre-training strategy=GCL, Shots=502024.0250.29