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update readme
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‎README.md‎

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@@ -93,21 +93,21 @@ Node classification (Micro-F1, %):
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Graph classification (Accuracy, %)
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| | IMDB-B | IMDB-M | PROTEINS | COLLAB | MUTAG | REDDIT-B | NCI1 |
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| ------------ | -------------- | -------------- | -------------- | -------------- | -------------- | -------------- | ---------- |
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| 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 |
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| 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 |
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| MVGRL | 74.20±0.70 | 51.20±0.50 | - | - | **89.70±1.10** | 84.50±0.60 | - |
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| **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 |
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| | IMDB-B | IMDB-M | PROTEINS | COLLAB | MUTAG | REDDIT-B | NCI1 |
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| ------------------ | -------------- | -------------- | -------------- | -------------- | -------------- | -------------- | -------------- |
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| 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 |
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| 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 |
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| MVGRL | 74.20±0.70 | 51.20±0.50 | - | - | **89.70±1.10** | 84.50±0.60 | - |
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| **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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Transfer learning on molecular property prediction (ROC-AUC, %):
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| | BBBP | Tox21 | ToxCast | SIDER | ClinTox | MUV | HIV | BACE | Avg. |
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| ------------ | ------------ | -------- | ------------ | ------------ | ------------ | -------- | ------------ | ------------ | -------- |
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| 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 |
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| 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 |
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| 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 |
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| **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** |
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| | BBBP | Tox21 | ToxCast | SIDER | ClinTox | MUV | HIV | BACE | Avg. |
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| ------------------ | ------------ | -------- | ------------ | ------------ | ------------ | -------- | ------------ | ------------ | -------- |
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| 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 |
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| 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 |
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| 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 |
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| **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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