Molecular Property Prediction on ToxCast 50-shot (test)
57.9ROC-AUCSUPThard
Evaluation Results
| Method | Links | |
|---|---|---|
| SUPThardPre-training strategy=EdgePred, Shots=502024.02 | 57.9 | |
| SUPTsoftPre-training strategy=EdgePred, Shots=502024.02 | 57.88 | |
| GPF-plusPre-training Strategy=EdgePred2022.09 | 57.69 | |
| GPFPre-training Strategy=EdgePred2022.09 | 57.33 | |
| GPF-plusPre-training strategy=EdgePred, Shots=502024.02 | 57.33 | |
| SUPThardPre-training strategy=Infomax, Shots=502024.02 | 57.16 | |
| SUPTsoftPre-training strategy=Infomax, Shots=502024.02 | 57.16 | |
| GPF-plusPre-training Strategy=Infomax2022.09 | 57.13 | |
| GPFPre-training strategy=EdgePred, Shots=502024.02 | 57.1 | |
| GPFPre-training Strategy=AttrMasking2022.09 | 56.84 | |
| GPFPre-training strategy=Infomax, Shots=502024.02 | 56.8 | |
| GPF-plusPre-training Strategy=AttrMasking2022.09 | 56.78 | |
| GPFPre-training Strategy=Infomax2022.09 | 56.76 | |
| SUPTsoftPre-training strategy=AttrMasking, Shots=502024.02 | 56.76 | |
| SUPThardPre-training strategy=AttrMasking, Shots=502024.02 | 56.74 | |
| GPF-plusPre-training strategy=AttrMasking, Shots=502024.02 | 56.71 | |
| GPFPre-training strategy=AttrMasking, Shots=502024.02 | 56.69 | |
| GPF-plusPre-training strategy=Infomax, Shots=502024.02 | 56.3 | |
| GPF-plusPre-training Strategy=ContextPred2022.09 | 55.91 | |
| Fine-tuningPre-training Strategy=EdgePred2022.09 | 55.73 | |
| FTPre-training strategy=EdgePred, Shots=502024.02 | 55.73 | |
| GPFPre-training Strategy=ContextPred2022.09 | 55.7 | |
| SUPThardPre-training strategy=ContextPred, Shots=502024.02 | 55.46 | |
| SUPTsoftPre-training strategy=ContextPred, Shots=502024.02 | 55.39 | |
| GPFPre-training strategy=ContextPred, Shots=502024.02 | 55.31 | |
| GPF-plusPre-training strategy=ContextPred, Shots=502024.02 | 54.87 | |
| Fine-tuningPre-training Strategy=ContextPred2022.09 | 54.46 | |
| FTPre-training strategy=ContextPred, Shots=502024.02 | 54.46 | |
| SUPTsoftPre-training strategy=GCL, Shots=502024.02 | 54.2 | |
| SUPThardPre-training strategy=GCL, Shots=502024.02 | 54.17 | |
| Fine-tuningPre-training Strategy=Infomax2022.09 | 53.93 | |
| FTPre-training strategy=Infomax, Shots=502024.02 | 53.93 | |
| GPFPre-training strategy=GCL, Shots=502024.02 | 53.92 | |
| Fine-tuningPre-training Strategy=AttrMasking2022.09 | 53.47 | |
| FTPre-training strategy=AttrMasking, Shots=502024.02 | 53.47 | |
| GPF-plusPre-training Strategy=GCL2022.09 | 53.25 | |
| GPF-plusPre-training strategy=GCL, Shots=502024.02 | 52.66 | |
| GPFPre-training Strategy=GCL2022.09 | 52.64 | |
| Fine-tuningPre-training Strategy=GCL2022.09 | 50.29 | |
| FTPre-training strategy=GCL, Shots=502024.02 | 50.29 |