Molecular property prediction on BBBP 50-shot (test)
0.581ROC AUCGPF-plus
Evaluation results
| Method | Links | |
|---|---|---|
| GPF-plusPre-training Strategy=AttrMasking2022.09 | 0.581 | |
| GPF-plusPre-training Strategy=Infomax2022.09 | 0.5809 | |
| SUPThardPre-training strategy=Infomax, Shots=502024.02 | 0.5712 | |
| SUPTsoftPre-training strategy=Infomax, Shots=502024.02 | 0.5706 | |
| GPF-plusPre-training strategy=Infomax, Shots=502024.02 | 0.5625 | |
| GPFPre-training strategy=Infomax, Shots=502024.02 | 0.5618 | |
| GPF-plusPre-training Strategy=GCL2022.09 | 0.5589 | |
| GPFPre-training Strategy=Infomax2022.09 | 0.5552 | |
| GPF-plusPre-training Strategy=EdgePred2022.09 | 0.5449 | |
| Fine-tuningPre-training Strategy=GCL2022.09 | 0.544 | |
| FTPre-training strategy=GCL, Shots=502024.02 | 0.544 | |
| SUPTsoftPre-training strategy=EdgePred, Shots=502024.02 | 0.5436 | |
| GPFPre-training Strategy=AttrMasking2022.09 | 0.5424 | |
| SUPThardPre-training strategy=EdgePred, Shots=502024.02 | 0.5414 | |
| SUPTsoftPre-training strategy=AttrMasking, Shots=502024.02 | 0.541 | |
| GPF-plusPre-training strategy=EdgePred, Shots=502024.02 | 0.5405 | |
| SUPThardPre-training strategy=GCL, Shots=502024.02 | 0.5401 | |
| SUPTsoftPre-training strategy=GCL, Shots=502024.02 | 0.5396 | |
| GPFPre-training Strategy=GCL2022.09 | 0.5387 | |
| Fine-tuningPre-training Strategy=Infomax2022.09 | 0.5381 | |
| FTPre-training strategy=Infomax, Shots=502024.02 | 0.5381 | |
| GPF-plusPre-training Strategy=ContextPred2022.09 | 0.5376 | |
| GPFPre-training strategy=GCL, Shots=502024.02 | 0.5361 | |
| GPF-plusPre-training strategy=AttrMasking, Shots=502024.02 | 0.5343 | |
| GPF-plusPre-training strategy=GCL, Shots=502024.02 | 0.5335 | |
| SUPThardPre-training strategy=AttrMasking, Shots=502024.02 | 0.5312 | |
| SUPTsoftPre-training strategy=ContextPred, Shots=502024.02 | 0.5268 | |
| GPFPre-training strategy=AttrMasking, Shots=502024.02 | 0.526 | |
| GPFPre-training Strategy=ContextPred2022.09 | 0.5255 | |
| SUPThardPre-training strategy=ContextPred, Shots=502024.02 | 0.5229 | |
| GPF-plusPre-training strategy=ContextPred, Shots=502024.02 | 0.5215 | |
| GPFPre-training strategy=EdgePred, Shots=502024.02 | 0.5138 | |
| Fine-tuningPre-training Strategy=AttrMasking2022.09 | 0.5126 | |
| FTPre-training strategy=AttrMasking, Shots=502024.02 | 0.5126 | |
| GPFPre-training strategy=ContextPred, Shots=502024.02 | 0.5099 | |
| GPFPre-training Strategy=EdgePred2022.09 | 0.5053 | |
| Fine-tuningPre-training Strategy=ContextPred2022.09 | 0.4945 | |
| FTPre-training strategy=ContextPred, Shots=502024.02 | 0.4945 | |
| Fine-tuningPre-training Strategy=EdgePred2022.09 | 0.4888 | |
| FTPre-training strategy=EdgePred, Shots=502024.02 | 0.4888 |