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ResearchFormerly WizWand

Molecular Property Prediction on MUV 50-shot (test)

0.6873ROC-AUCSUPTsoft
0.45850.51790.57730.6367Sep 30, 2022Dec 23, 2022Mar 17, 2023Jun 9, 2023Sep 1, 2023Nov 24, 2023Feb 16, 2024
Updated 5mo ago

Evaluation results

MethodLinks
SUPTsoftPre-training strategy=EdgePred, Shots=502024.020.6873
SUPThardPre-training strategy=EdgePred, Shots=502024.020.6839
SUPTsoftPre-training strategy=Infomax, Shots=502024.020.6827
GPF-plusPre-training Strategy=EdgePred2022.090.6816
GPFPre-training Strategy=EdgePred2022.090.6808
GPFPre-training Strategy=Infomax2022.090.68
GPFPre-training strategy=Infomax, Shots=502024.020.68
GPF-plusPre-training strategy=Infomax, Shots=502024.020.6799
SUPThardPre-training strategy=Infomax, Shots=502024.020.6797
GPF-plusPre-training Strategy=Infomax2022.090.6788
GPFPre-training strategy=EdgePred, Shots=502024.020.6758
GPF-plusPre-training strategy=EdgePred, Shots=502024.020.6751
Fine-tuningPre-training Strategy=EdgePred2022.090.6688
FTPre-training strategy=EdgePred, Shots=502024.020.6688
Fine-tuningPre-training Strategy=Infomax2022.090.6612
FTPre-training strategy=Infomax, Shots=502024.020.6612
GPF-plusPre-training Strategy=ContextPred2022.090.6451
GPF-plusPre-training Strategy=AttrMasking2022.090.6384
SUPThardPre-training strategy=ContextPred, Shots=502024.020.6254
SUPThardPre-training strategy=AttrMasking, Shots=502024.020.622
SUPTsoftPre-training strategy=AttrMasking, Shots=502024.020.6215
GPF-plusPre-training strategy=AttrMasking, Shots=502024.020.621
GPFPre-training Strategy=ContextPred2022.090.6193
GPFPre-training Strategy=AttrMasking2022.090.6134
SUPTsoftPre-training strategy=ContextPred, Shots=502024.020.6132
GPFPre-training strategy=AttrMasking, Shots=502024.020.6084
GPFPre-training strategy=ContextPred, Shots=502024.020.6026
GPF-plusPre-training strategy=ContextPred, Shots=502024.020.6005
Fine-tuningPre-training Strategy=AttrMasking2022.090.5935
FTPre-training strategy=AttrMasking, Shots=502024.020.5935
Fine-tuningPre-training Strategy=ContextPred2022.090.5614
FTPre-training strategy=ContextPred, Shots=502024.020.5614
SUPTsoftPre-training strategy=GCL, Shots=502024.020.5294
SUPThardPre-training strategy=GCL, Shots=502024.020.5286
GPFPre-training strategy=GCL, Shots=502024.020.5192
GPF-plusPre-training strategy=GCL, Shots=502024.020.4953
GPF-plusPre-training Strategy=GCL2022.090.4788
GPFPre-training Strategy=GCL2022.090.4722
Fine-tuningPre-training Strategy=GCL2022.090.4673
FTPre-training strategy=GCL, Shots=502024.020.4673