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Molecular property prediction on PPI 50-shot (test)

0.5742ROC-AUCSUPThard
0.4554320.4862660.51710.547934Feb 16, 2024

Evaluation results

MethodLinks
SUPThardPre-training strategy=EdgePred, Shots=502024.020.5742
SUPTsoftPre-training strategy=EdgePred, Shots=502024.020.5726
SUPThardPre-training strategy=AttrMasking, Shots=502024.020.5658
SUPTsoftPre-training strategy=AttrMasking, Shots=502024.020.5658
SUPTsoftPre-training strategy=Infomax, Shots=502024.020.5629
SUPThardPre-training strategy=Infomax, Shots=502024.020.5616
SUPTsoftPre-training strategy=ContextPred, Shots=502024.020.5615
SUPThardPre-training strategy=ContextPred, Shots=502024.020.5612
GPF-plusPre-training strategy=EdgePred, Shots=502024.020.5288
GPFPre-training strategy=EdgePred, Shots=502024.020.5279
GPF-plusPre-training strategy=Infomax, Shots=502024.020.5244
GPFPre-training strategy=Infomax, Shots=502024.020.5239
GPF-plusPre-training strategy=AttrMasking, Shots=502024.020.5212
GPFPre-training strategy=AttrMasking, Shots=502024.020.5205
GPF-plusPre-training strategy=ContextPred, Shots=502024.020.5148
GPFPre-training strategy=ContextPred, Shots=502024.020.5142
SUPThardPre-training strategy=GCL, Shots=502024.020.5048
SUPTsoftPre-training strategy=GCL, Shots=502024.020.5032
FTPre-training strategy=GCL, Shots=502024.020.4994
FTPre-training strategy=Infomax, Shots=502024.020.4879
FTPre-training strategy=AttrMasking, Shots=502024.020.4817
FTPre-training strategy=EdgePred, Shots=502024.020.4762
FTPre-training strategy=ContextPred, Shots=502024.020.4633
GPF-plusPre-training strategy=GCL, Shots=502024.020.4608
GPFPre-training strategy=GCL, Shots=502024.020.46