AAPL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Single-asset trading | AAPL (test) | Cumulative Return (%)27.352 | 9 | |
| Regression | AAPL (test) | MAE0.0328 | 7 | |
| Trading & Backtesting | AAPL | Directional Accuracy51.67 | 7 | |
| Online Conformal Prediction | AAPL | Marginal Coverage95.8 | 6 | |
| Time Series Ordinal Classification | AAPL | MAE1.292 | 5 | |
| Algorithmic stock trading | AAPL Bear Market, Jan–Mar 2025 | Return0.0389 | 5 | |
| Algorithmic stock trading | AAPL Bull Market, Oct–Dec 2024 | Return27.59 | 5 | |
| k-Nearest Neighbors | AAPL x86 d=16 1.5.0 (test) | Inference Time (s)3.037 | 4 | |
| Trading Backtest | AAPL held-out one-hour (test) | Average Return1,925.01 | 4 | |
| High-frequency trading | AAPL high-frequency | Return Prediction Accuracy69.8 | 4 |
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