Molecular Property Regression on QM9 U0 (test)
14.3MAEMolPeg
Evaluation Results
| Method | Links | |
|---|---|---|
| MolPegPruning Ratio %=20, Backbone=GIN, Pre-training=GraphMAE2024.09 | 14.3 | |
| InfoBatchPruning Ratio %=20, Backbone=GIN, Pre-training=GraphMAE2024.09 | 15.6 | |
| RandomPruning Ratio %=20, Backbone=GIN, Pre-training=GraphMAE2024.09 | 15.7 | |
| DPPruning Ratio %=20, Backbone=GIN, Pre-training=GraphMAE2024.09 | 16.1 | |
| MolPegPruning Ratio %=40, Backbone=GIN, Pre-training=GraphMAE2024.09 | 17.7 | |
| RandomPruning Ratio %=40, Backbone=GIN, Pre-training=GraphMAE2024.09 | 19.2 | |
| InfoBatchPruning Ratio %=40, Backbone=GIN, Pre-training=GraphMAE2024.09 | 20.4 | |
| DPPruning Ratio %=40, Backbone=GIN, Pre-training=GraphMAE2024.09 | 20.8 | |
| MolPegPruning Ratio %=60, Backbone=GIN, Pre-training=GraphMAE2024.09 | 26.1 | |
| InfoBatchPruning Ratio %=60, Backbone=GIN, Pre-training=GraphMAE2024.09 | 30.1 | |
| RandomPruning Ratio %=60, Backbone=GIN, Pre-training=GraphMAE2024.09 | 30.9 | |
| DPPruning Ratio %=60, Backbone=GIN, Pre-training=GraphMAE2024.09 | 32.3 | |
| MolPegPruning Ratio %=70, Backbone=GIN, Pre-training=GraphMAE2024.09 | 32.4 | |
| RandomPruning Ratio %=70, Backbone=GIN, Pre-training=GraphMAE2024.09 | 34.2 | |
| InfoBatchPruning Ratio %=70, Backbone=GIN, Pre-training=GraphMAE2024.09 | 36.4 | |
| DPPruning Ratio %=70, Backbone=GIN, Pre-training=GraphMAE2024.09 | 39.8 | |
| RandomPruning Ratio %=80, Backbone=GIN, Pre-training=GraphMAE2024.09 | 45.7 | |
| MolPegPruning Ratio %=80, Backbone=GIN, Pre-training=GraphMAE2024.09 | 48.2 | |
| InfoBatchPruning Ratio %=80, Backbone=GIN, Pre-training=GraphMAE2024.09 | 57 | |
| DPPruning Ratio %=80, Backbone=GIN, Pre-training=GraphMAE2024.09 | 68.5 | |
| RandomPruning Ratio %=90, Backbone=GIN, Pre-training=GraphMAE2024.09 | 85 | |
| MolPegPruning Ratio %=90, Backbone=GIN, Pre-training=GraphMAE2024.09 | 92.4 | |
| InfoBatchPruning Ratio %=90, Backbone=GIN, Pre-training=GraphMAE2024.09 | 116 | |
| DPPruning Ratio %=90, Backbone=GIN, Pre-training=GraphMAE2024.09 | 136 |