@@ -93,21 +93,21 @@ Node classification (Micro-F1, %):
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9494Graph classification (Accuracy, %)
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96- | | IMDB-B | IMDB-M | PROTEINS | COLLAB | MUTAG | REDDIT-B | NCI1 |
97- | ------------ | -------------- | -------------- | -------------- | -------------- | -------------- | -------------- | ---------- |
98- | InfoGraph | 73.03±0.87 | 49.69±0.53 | 74.44±0.31 | 70.65±1.13 | 89.01±1.13 | 82.50±1.42 | 76.20±1.06 |
99- | GraphCL | 71.14±0.44 | 48.58±0.67 | 74.39±0.45 | 71.36±1.15 | 86.80±1.34 | ** 89.53±0.84** | 77.87±0.41 |
100- | MVGRL | 74.20±0.70 | 51.20±0.50 | - | - | ** 89.70±1.10** | 84.50±0.60 | - |
101- | ** GraphMAE** | ** 75.52±0.66** | ** 51.63±0.52** | ** 75.30±0.39** | ** 80.32±0.46** | 88.19±1.26 | 88.01±0.19 | 80.40±0.30 |
96+ | | IMDB-B | IMDB-M | PROTEINS | COLLAB | MUTAG | REDDIT-B | NCI1 |
97+ | ------------------ | -------------- | -------------- | -------------- | -------------- | -------------- | -------------- | ---- ---------- |
98+ | InfoGraph | 73.03±0.87 | 49.69±0.53 | 74.44±0.31 | 70.65±1.13 | 89.01±1.13 | 82.50±1.42 | 76.20±1.06 |
99+ | GraphCL | 71.14±0.44 | 48.58±0.67 | 74.39±0.45 | 71.36±1.15 | 86.80±1.34 | ** 89.53±0.84** | 77.87±0.41 |
100+ | MVGRL | 74.20±0.70 | 51.20±0.50 | - | - | ** 89.70±1.10** | 84.50±0.60 | - |
101+ | ** GraphMAE(ours) ** | ** 75.52±0.66** | ** 51.63±0.52** | ** 75.30±0.39** | ** 80.32±0.46** | 88.19±1.26 | 88.01±0.19 | ** 80.40±0.30** |
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103103Transfer learning on molecular property prediction (ROC-AUC, %):
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105- | | BBBP | Tox21 | ToxCast | SIDER | ClinTox | MUV | HIV | BACE | Avg. |
106- | ------------ | ------------ | -------- | ------------ | ------------ | ------------ | -------- | ------------ | ------------ | -------- |
107- | AttrMasking | 64.3±2.8 | 76.7±0.4 | ** 64.2±0.5** | 61.0±0.7 | 71.8±4.1 | 74.7±1.4 | 77.2±1.1 | 79.3±1.6 | 71.1 |
108- | GraphCL | 69.7±0.7 | 73.9±0.7 | 62.4±0.6 | 60.5±0.9 | 76.0±2.7 | 69.8±2.7 | ** 78.5±1.2** | 75.4±1.4 | 70.8 |
109- | GraphLoG | ** 72.5±0.8** | 75.7±0.5 | 63.5±0.7 | ** 61.2±1.1** | 76.7±3.3 | 76.0±1.1 | 77.8±0.8 | ** 83.5±1.2** | 73.4 |
110- | ** GraphMAE** | 72.0±0.6 | 75.5±0.6 | 64.1±0.3 | 60.3±1.1 | ** 82.3±1.2** | 76.3±2.4 | 77.2±1.0 | 83.1±0.9 | ** 73.8** |
105+ | | BBBP | Tox21 | ToxCast | SIDER | ClinTox | MUV | HIV | BACE | Avg. |
106+ | ------------------ | ------------ | -------- | ------------ | ------------ | ------------ | -------- | ------------ | ------------ | -------- |
107+ | AttrMasking | 64.3±2.8 | 76.7±0.4 | ** 64.2±0.5** | 61.0±0.7 | 71.8±4.1 | 74.7±1.4 | 77.2±1.1 | 79.3±1.6 | 71.1 |
108+ | GraphCL | 69.7±0.7 | 73.9±0.7 | 62.4±0.6 | 60.5±0.9 | 76.0±2.7 | 69.8±2.7 | ** 78.5±1.2** | 75.4±1.4 | 70.8 |
109+ | GraphLoG | ** 72.5±0.8** | 75.7±0.5 | 63.5±0.7 | ** 61.2±1.1** | 76.7±3.3 | 76.0±1.1 | 77.8±0.8 | ** 83.5±1.2** | 73.4 |
110+ | ** GraphMAE(ours) ** | 72.0±0.6 | 75.5±0.6 | 64.1±0.3 | 60.3±1.1 | ** 82.3±1.2** | 76.3±2.4 | 77.2±1.0 | 83.1±0.9 | ** 73.8** |
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