Molecular property prediction on BACE 50-shot (test)
0.6756ROC-AUCGPF
Evaluation results
| Method | Links | |
|---|---|---|
| GPFPre-training Strategy=GCL2022.09 | 0.6756 | |
| GPF-plusPre-training Strategy=ContextPred2022.09 | 0.6421 | |
| GPF-plusPre-training Strategy=GCL2022.09 | 0.641 | |
| SUPTsoftPre-training strategy=GCL, Shots=502024.02 | 0.6361 | |
| SUPThardPre-training strategy=GCL, Shots=502024.02 | 0.6325 | |
| GPFPre-training Strategy=EdgePred2022.09 | 0.6285 | |
| GPF-plusPre-training Strategy=EdgePred2022.09 | 0.626 | |
| SUPThardPre-training strategy=EdgePred, Shots=502024.02 | 0.6212 | |
| GPFPre-training strategy=EdgePred, Shots=502024.02 | 0.6203 | |
| GPF-plusPre-training strategy=GCL, Shots=502024.02 | 0.6172 | |
| GPFPre-training strategy=GCL, Shots=502024.02 | 0.617 | |
| SUPTsoftPre-training strategy=EdgePred, Shots=502024.02 | 0.617 | |
| Fine-tuningPre-training Strategy=EdgePred2022.09 | 0.6127 | |
| FTPre-training strategy=EdgePred, Shots=502024.02 | 0.6127 | |
| GPF-plusPre-training strategy=EdgePred, Shots=502024.02 | 0.6084 | |
| GPFPre-training Strategy=ContextPred2022.09 | 0.5991 | |
| SUPThardPre-training strategy=ContextPred, Shots=502024.02 | 0.5897 | |
| SUPTsoftPre-training strategy=ContextPred, Shots=502024.02 | 0.5831 | |
| GPFPre-training Strategy=AttrMasking2022.09 | 0.5731 | |
| GPF-plusPre-training Strategy=AttrMasking2022.09 | 0.5729 | |
| SUPThardPre-training strategy=Infomax, Shots=502024.02 | 0.5703 | |
| SUPTsoftPre-training strategy=AttrMasking, Shots=502024.02 | 0.568 | |
| SUPTsoftPre-training strategy=Infomax, Shots=502024.02 | 0.5659 | |
| SUPThardPre-training strategy=AttrMasking, Shots=502024.02 | 0.5657 | |
| GPF-plusPre-training Strategy=Infomax2022.09 | 0.5656 | |
| Fine-tuningPre-training Strategy=ContextPred2022.09 | 0.5637 | |
| FTPre-training strategy=ContextPred, Shots=502024.02 | 0.5637 | |
| GPFPre-training strategy=ContextPred, Shots=502024.02 | 0.5619 | |
| Fine-tuningPre-training Strategy=AttrMasking2022.09 | 0.5562 | |
| FTPre-training strategy=AttrMasking, Shots=502024.02 | 0.5562 | |
| GPF-plusPre-training strategy=ContextPred, Shots=502024.02 | 0.5549 | |
| GPFPre-training Strategy=Infomax2022.09 | 0.5449 | |
| GPF-plusPre-training strategy=Infomax, Shots=502024.02 | 0.5353 | |
| GPFPre-training strategy=AttrMasking, Shots=502024.02 | 0.5304 | |
| Fine-tuningPre-training Strategy=Infomax2022.09 | 0.5264 | |
| FTPre-training strategy=Infomax, Shots=502024.02 | 0.5264 | |
| GPF-plusPre-training strategy=AttrMasking, Shots=502024.02 | 0.5128 | |
| GPFPre-training strategy=Infomax, Shots=502024.02 | 0.5113 | |
| Fine-tuningPre-training Strategy=GCL2022.09 | 0.4987 | |
| FTPre-training strategy=GCL, Shots=502024.02 | 0.4987 |