| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Bitcoin Price Prediction | Bitcoin | MSE2.028 | 57 | |
| Link Sign Prediction | Bitcoin-Alpha | AUC0.871 | 52 | |
| Forecasting | Bitcoin (test) | MCS p-value1 | 50 | |
| Conversation Summarization | Bitcoin | QAGS85.71 | 25 | |
| Dynamic Link Prediction | Bitcoin-Alpha (Live-update) | MRR0.519 | 15 | |
| Opinion Diversity Coverage | Bitcoin | Coverage80 | 15 | |
| Multi-class Edge Classification | Bitcoin alpha | BACC58.8 | 14 | |
| Binary-class Edge Classification | Bitcoin-alpha (test) | BACC88.2 | 14 | |
| Node Classification | Bitcoin Alpha | Micro F10.709 | 10 | |
| Node Classification | Bitcoin Alpha | Macro F130.3 | 10 | |
| Node Classification | Bitcoin | Macro F10.318 | 10 | |
| Temporal Link Prediction | BITCOIN | AP (%)90.5 | 9 | |
| Time-series forecasting | Bitcoin true news | RMSE886.58 | 9 | |
| Temporal Graph Network training | BITCOIN million-scale | Disk Memory Usage (GB)2.84 | 5 | |
| Fraud Detection | Bitcoin METIS partitioning, 33% cross-edges (test) | Precision94 | 4 |