Molecular Property Prediction on Tox21 50-shot (test)
65.92ROC AUCSUPTsoft
Evaluation Results
| Method | Links | |
|---|---|---|
| SUPTsoftPre-training strategy=Infomax, Shots=502024.02 | 65.92 | |
| GPF-plusPre-training Strategy=Infomax2022.09 | 65.71 | |
| SUPThardPre-training strategy=Infomax, Shots=502024.02 | 65.64 | |
| GPFPre-training Strategy=Infomax2022.09 | 65.56 | |
| GPFPre-training strategy=Infomax, Shots=502024.02 | 65.42 | |
| GPF-plusPre-training strategy=Infomax, Shots=502024.02 | 65.19 | |
| SUPTsoftPre-training strategy=EdgePred, Shots=502024.02 | 65.19 | |
| GPF-plusPre-training Strategy=EdgePred2022.09 | 64.99 | |
| SUPThardPre-training strategy=EdgePred, Shots=502024.02 | 64.9 | |
| SUPThardPre-training strategy=AttrMasking, Shots=502024.02 | 64.66 | |
| SUPTsoftPre-training strategy=AttrMasking, Shots=502024.02 | 64.57 | |
| GPFPre-training Strategy=EdgePred2022.09 | 64.46 | |
| GPF-plusPre-training strategy=EdgePred, Shots=502024.02 | 64.41 | |
| GPF-plusPre-training Strategy=AttrMasking2022.09 | 64.39 | |
| GPFPre-training strategy=AttrMasking, Shots=502024.02 | 64.35 | |
| GPF-plusPre-training strategy=AttrMasking, Shots=502024.02 | 64.29 | |
| GPFPre-training Strategy=AttrMasking2022.09 | 64.24 | |
| GPFPre-training strategy=EdgePred, Shots=502024.02 | 64 | |
| Fine-tuningPre-training Strategy=Infomax2022.09 | 61.42 | |
| FTPre-training strategy=Infomax, Shots=502024.02 | 61.42 | |
| Fine-tuningPre-training Strategy=EdgePred2022.09 | 60.95 | |
| FTPre-training strategy=EdgePred, Shots=502024.02 | 60.95 | |
| SUPTsoftPre-training strategy=ContextPred, Shots=502024.02 | 60.72 | |
| GPF-plusPre-training Strategy=ContextPred2022.09 | 60.59 | |
| SUPThardPre-training strategy=ContextPred, Shots=502024.02 | 60.34 | |
| Fine-tuningPre-training Strategy=AttrMasking2022.09 | 60.28 | |
| FTPre-training strategy=AttrMasking, Shots=502024.02 | 60.28 | |
| GPF-plusPre-training strategy=ContextPred, Shots=502024.02 | 59.77 | |
| GPFPre-training strategy=ContextPred, Shots=502024.02 | 59.76 | |
| GPFPre-training Strategy=ContextPred2022.09 | 59.73 | |
| Fine-tuningPre-training Strategy=ContextPred2022.09 | 58.77 | |
| FTPre-training strategy=ContextPred, Shots=502024.02 | 58.77 | |
| SUPTsoftPre-training strategy=GCL, Shots=502024.02 | 52.21 | |
| SUPThardPre-training strategy=GCL, Shots=502024.02 | 51.14 | |
| GPFPre-training Strategy=GCL2022.09 | 50.58 | |
| GPF-plusPre-training strategy=GCL, Shots=502024.02 | 50.36 | |
| GPFPre-training strategy=GCL, Shots=502024.02 | 50.23 | |
| GPF-plusPre-training Strategy=GCL2022.09 | 50.14 | |
| Fine-tuningPre-training Strategy=GCL2022.09 | 48.35 | |
| FTPre-training strategy=GCL, Shots=502024.02 | 48.35 |