Graph Property Prediction on Chem and Bio Full-shot 45 datasets
2.05Performance GainSUPTsoft
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SUPTsoft#Params=~ 0.6-3K, #Params Ratio(%) Chem=0.03-0.17, #Params Ratio(%) Bio=0.02-0.112024.02 | 2.05 | 0.9556 | |
| SUPThard#Params=~ 0.6-3K, #Params Ratio(%) Chem=0.03-0.17, #Params Ratio(%) Bio=0.02-0.112024.02 | 1.85 | 0.9333 | |
| GPF-plus#Params=~ 3-12K, #Params Ratio(%) Chem=0.17-0.68, #Params Ratio(%) Bio=0.11-0.442024.02 | 1.06 | 0.6 | |
| GPF#Params=~ 0.3K, #Params Ratio(%) Chem=0.02, #Params Ratio(%) Bio=0.012024.02 | 0.91 | 0.6 | |
| FT#Params=~ 1.8M-2.7M, #Params Ratio(%) Chem=100, #Params Ratio(%) Bio=1002024.02 | 0 | — |