Molecular Property Prediction on ClinTox 50-shot (test)
0.6874ROC AUCGPF
Evaluation Results
| Method | Links | |
|---|---|---|
| GPFPre-training Strategy=EdgePred2022.09 | 0.6874 | |
| SUPThardPre-training strategy=EdgePred, Shots=502024.02 | 0.6795 | |
| GPFPre-training strategy=EdgePred, Shots=502024.02 | 0.6782 | |
| SUPTsoftPre-training strategy=EdgePred, Shots=502024.02 | 0.677 | |
| GPF-plusPre-training Strategy=EdgePred2022.09 | 0.6664 | |
| SUPThardPre-training strategy=AttrMasking, Shots=502024.02 | 0.6635 | |
| SUPTsoftPre-training strategy=AttrMasking, Shots=502024.02 | 0.6627 | |
| GPFPre-training Strategy=AttrMasking2022.09 | 0.6534 | |
| GPF-plusPre-training Strategy=GCL2022.09 | 0.6522 | |
| GPFPre-training strategy=AttrMasking, Shots=502024.02 | 0.648 | |
| SUPThardPre-training strategy=Infomax, Shots=502024.02 | 0.6455 | |
| GPF-plusPre-training strategy=EdgePred, Shots=502024.02 | 0.6451 | |
| GPFPre-training Strategy=GCL2022.09 | 0.6444 | |
| SUPTsoftPre-training strategy=Infomax, Shots=502024.02 | 0.6444 | |
| GPF-plusPre-training Strategy=AttrMasking2022.09 | 0.6334 | |
| GPF-plusPre-training Strategy=Infomax2022.09 | 0.6296 | |
| GPF-plusPre-training strategy=AttrMasking, Shots=502024.02 | 0.6292 | |
| GPFPre-training Strategy=Infomax2022.09 | 0.6244 | |
| GPFPre-training strategy=Infomax, Shots=502024.02 | 0.624 | |
| GPF-plusPre-training strategy=Infomax, Shots=502024.02 | 0.6234 | |
| SUPTsoftPre-training strategy=GCL, Shots=502024.02 | 0.6162 | |
| Fine-tuningPre-training Strategy=AttrMasking2022.09 | 0.6151 | |
| FTPre-training strategy=AttrMasking, Shots=502024.02 | 0.6151 | |
| SUPThardPre-training strategy=GCL, Shots=502024.02 | 0.6151 | |
| GPF-plusPre-training strategy=GCL, Shots=502024.02 | 0.6079 | |
| Fine-tuningPre-training Strategy=Infomax2022.09 | 0.586 | |
| FTPre-training strategy=Infomax, Shots=502024.02 | 0.586 | |
| SUPThardPre-training strategy=ContextPred, Shots=502024.02 | 0.5787 | |
| Fine-tuningPre-training Strategy=EdgePred2022.09 | 0.5778 | |
| FTPre-training strategy=EdgePred, Shots=502024.02 | 0.5778 | |
| Fine-tuningPre-training Strategy=GCL2022.09 | 0.5405 | |
| FTPre-training strategy=GCL, Shots=502024.02 | 0.5405 | |
| SUPTsoftPre-training strategy=ContextPred, Shots=502024.02 | 0.5343 | |
| GPFPre-training strategy=GCL, Shots=502024.02 | 0.5321 | |
| GPFPre-training Strategy=ContextPred2022.09 | 0.5303 | |
| GPF-plusPre-training Strategy=ContextPred2022.09 | 0.5237 | |
| GPFPre-training strategy=ContextPred, Shots=502024.02 | 0.5203 | |
| GPF-plusPre-training strategy=ContextPred, Shots=502024.02 | 0.5171 | |
| Fine-tuningPre-training Strategy=ContextPred2022.09 | 0.486 | |
| FTPre-training strategy=ContextPred, Shots=502024.02 | 0.486 |