| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Single-asset trading | AAPL (test) | Cumulative Return (%)27.352 | 9 | |
| Online Conformal Prediction | AAPL | Marginal Coverage95.8 | 6 | |
| Algorithmic stock trading | AAPL Bear Market, Jan–Mar 2025 | Return0.0389 | 5 | |
| Algorithmic stock trading | AAPL Bull Market, Oct–Dec 2024 | Return27.59 | 5 | |
| High-frequency trading | AAPL high-frequency | Return Prediction Accuracy69.8 | 4 |