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ResearchFormerly WizWand

Molecular Property Prediction on Tox21 50-shot (test)

65.92ROC AUCSUPTsoft
47.647252.391157.13561.8789Sep 30, 2022Dec 23, 2022Mar 17, 2023Jun 9, 2023Sep 1, 2023Nov 24, 2023Feb 16, 2024
Updated 5mo ago

Evaluation results

MethodLinks
SUPTsoftPre-training strategy=Infomax, Shots=502024.0265.92
GPF-plusPre-training Strategy=Infomax2022.0965.71
SUPThardPre-training strategy=Infomax, Shots=502024.0265.64
GPFPre-training Strategy=Infomax2022.0965.56
GPFPre-training strategy=Infomax, Shots=502024.0265.42
GPF-plusPre-training strategy=Infomax, Shots=502024.0265.19
SUPTsoftPre-training strategy=EdgePred, Shots=502024.0265.19
GPF-plusPre-training Strategy=EdgePred2022.0964.99
SUPThardPre-training strategy=EdgePred, Shots=502024.0264.9
SUPThardPre-training strategy=AttrMasking, Shots=502024.0264.66
SUPTsoftPre-training strategy=AttrMasking, Shots=502024.0264.57
GPFPre-training Strategy=EdgePred2022.0964.46
GPF-plusPre-training strategy=EdgePred, Shots=502024.0264.41
GPF-plusPre-training Strategy=AttrMasking2022.0964.39
GPFPre-training strategy=AttrMasking, Shots=502024.0264.35
GPF-plusPre-training strategy=AttrMasking, Shots=502024.0264.29
GPFPre-training Strategy=AttrMasking2022.0964.24
GPFPre-training strategy=EdgePred, Shots=502024.0264
Fine-tuningPre-training Strategy=Infomax2022.0961.42
FTPre-training strategy=Infomax, Shots=502024.0261.42
Fine-tuningPre-training Strategy=EdgePred2022.0960.95
FTPre-training strategy=EdgePred, Shots=502024.0260.95
SUPTsoftPre-training strategy=ContextPred, Shots=502024.0260.72
GPF-plusPre-training Strategy=ContextPred2022.0960.59
SUPThardPre-training strategy=ContextPred, Shots=502024.0260.34
Fine-tuningPre-training Strategy=AttrMasking2022.0960.28
FTPre-training strategy=AttrMasking, Shots=502024.0260.28
GPF-plusPre-training strategy=ContextPred, Shots=502024.0259.77
GPFPre-training strategy=ContextPred, Shots=502024.0259.76
GPFPre-training Strategy=ContextPred2022.0959.73
Fine-tuningPre-training Strategy=ContextPred2022.0958.77
FTPre-training strategy=ContextPred, Shots=502024.0258.77
SUPTsoftPre-training strategy=GCL, Shots=502024.0252.21
SUPThardPre-training strategy=GCL, Shots=502024.0251.14
GPFPre-training Strategy=GCL2022.0950.58
GPF-plusPre-training strategy=GCL, Shots=502024.0250.36
GPFPre-training strategy=GCL, Shots=502024.0250.23
GPF-plusPre-training Strategy=GCL2022.0950.14
Fine-tuningPre-training Strategy=GCL2022.0948.35
FTPre-training strategy=GCL, Shots=502024.0248.35