Matching Link Prediction
The Matching Link Prediction task focuses on predicting connections between anonymized X accounts and Ethereum addresses. The EX-Graph dataset provides resources specifically designed for matching link prediction, enabling researchers to explore the associations between X users and their corresponding Ethereum addresses.
Key Features
-
Comprehensive Data: The EX-Graph dataset includes a X graph capturing the social network of users associated with Ethereum transactions, providing valuable insights into user interactions within the Ethereum community.
-
Anonymized X Matching: The dataset includes a file with anonymized X accounts matched with Ethereum addresses. This feature allows researchers to analyze numerical ID associations without compromising personal information.
Usage
Researchers can utilize the provided anonymized X matching file to investigate and predict associations between X accounts and Ethereum addresses. By leveraging the comprehensive X graph, researchers can gain insights into user interactions and their connections with Ethereum transactions.
For more details on how to use the EX-Graph dataset for matching link prediction, refer to the documentation and code examples provided.
Leaderboard
Rank | Method | Test AUC-ROC | Test Precision | Test Recall | Test F1 | Contact | References |
---|---|---|---|---|---|---|---|
1 | DAGNN | 0.74 | 0.66 | 0.79 | 0.74 | EX-Graph | Link |
2 | APPNP | 0.73 | 0.69 | 0.72 | 0.7 | EX-Graph | Link |
3 | GCN | 0.71 | 0.64 | 0.65 | 0.71 | EX-Graph | Link |
4 | GGNN | 0.71 | 0.65 | 0.76 | 0.71 | EX-Graph | Link |
5 | GraphSage | 0.67 | 0.63 | 0.71 | 0.67 | EX-Graph | Link |
6 | Cluster-GCN | 0.67 | 0.65 | 0.66 | 0.65 | EX-Graph | Link |
7 | TAGCN | 0.66 | 0.63 | 0.67 | 0.65 | EX-Graph | Link |
8 | R-GCN | 0.66 | 0.66 | 0.65 | 0.66 | EX-Graph | Link |
9 | GAT | 0.6 | 0.52 | 0.61 | 0.56 | EX-Graph | Link |
10 | HIN2Vec | 0.49 | 0.49 | 0.36 | 0.49 | EX-Graph | Link |
11 | GATv2 | 0.48 | 0.5 | 0.44 | 0.5 | EX-Graph | Link |
12 | DeepWalk | 0.42 | 0.31 | 0.18 | 0.42 | EX-Graph | Link |
13 | Node2Vec | 0.42 | 0.32 | 0.18 | 0.42 | EX-Graph | Link |