Molecular Property Prediction on SIDER 50-shot (test)
0.5546ROC-AUCGPF-plus
Evaluation Results
| Method | Links | |
|---|---|---|
| GPF-plusPre-training Strategy=GCL2022.09 | 0.5546 | |
| GPFPre-training Strategy=GCL2022.09 | 0.5386 | |
| Fine-tuningPre-training Strategy=GCL2022.09 | 0.5323 | |
| FTPre-training strategy=GCL, Shots=502024.02 | 0.5323 | |
| SUPThardPre-training strategy=EdgePred, Shots=502024.02 | 0.5256 | |
| SUPTsoftPre-training strategy=EdgePred, Shots=502024.02 | 0.5245 | |
| SUPThardPre-training strategy=ContextPred, Shots=502024.02 | 0.5225 | |
| SUPTsoftPre-training strategy=ContextPred, Shots=502024.02 | 0.5225 | |
| SUPTsoftPre-training strategy=GCL, Shots=502024.02 | 0.52 | |
| SUPThardPre-training strategy=GCL, Shots=502024.02 | 0.5195 | |
| SUPTsoftPre-training strategy=AttrMasking, Shots=502024.02 | 0.5166 | |
| SUPThardPre-training strategy=Infomax, Shots=502024.02 | 0.5156 | |
| SUPThardPre-training strategy=AttrMasking, Shots=502024.02 | 0.5154 | |
| SUPTsoftPre-training strategy=Infomax, Shots=502024.02 | 0.5151 | |
| GPF-plusPre-training Strategy=ContextPred2022.09 | 0.5144 | |
| GPFPre-training Strategy=EdgePred2022.09 | 0.5135 | |
| GPF-plusPre-training Strategy=Infomax2022.09 | 0.5133 | |
| Fine-tuningPre-training Strategy=EdgePred2022.09 | 0.513 | |
| GPF-plusPre-training Strategy=EdgePred2022.09 | 0.513 | |
| FTPre-training strategy=EdgePred, Shots=502024.02 | 0.513 | |
| Fine-tuningPre-training Strategy=Infomax2022.09 | 0.5077 | |
| FTPre-training strategy=Infomax, Shots=502024.02 | 0.5077 | |
| GPFPre-training Strategy=AttrMasking2022.09 | 0.5062 | |
| GPFPre-training strategy=GCL, Shots=502024.02 | 0.5056 | |
| GPFPre-training Strategy=ContextPred2022.09 | 0.5054 | |
| GPF-plusPre-training Strategy=AttrMasking2022.09 | 0.503 | |
| GPFPre-training Strategy=Infomax2022.09 | 0.5029 | |
| GPFPre-training strategy=ContextPred, Shots=502024.02 | 0.5023 | |
| GPF-plusPre-training strategy=Infomax, Shots=502024.02 | 0.502 | |
| GPFPre-training strategy=Infomax, Shots=502024.02 | 0.5019 | |
| GPF-plusPre-training strategy=AttrMasking, Shots=502024.02 | 0.5019 | |
| GPF-plusPre-training strategy=ContextPred, Shots=502024.02 | 0.5019 | |
| GPF-plusPre-training strategy=EdgePred, Shots=502024.02 | 0.5018 | |
| Fine-tuningPre-training Strategy=AttrMasking2022.09 | 0.5011 | |
| FTPre-training strategy=AttrMasking, Shots=502024.02 | 0.5011 | |
| GPF-plusPre-training strategy=GCL, Shots=502024.02 | 0.5008 | |
| GPFPre-training strategy=EdgePred, Shots=502024.02 | 0.499 | |
| Fine-tuningPre-training Strategy=ContextPred2022.09 | 0.4989 | |
| FTPre-training strategy=ContextPred, Shots=502024.02 | 0.4989 | |
| GPFPre-training strategy=AttrMasking, Shots=502024.02 | 0.4961 |