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