| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| MagicTelescope OpenML | BFTS | Final Cumulative Regret1,488.2 | 13 | 1mo ago | |
| Census | Neural-SAU-UCB | Relative Cumulative Regret38.54 | 9 | 1mo ago | |
| Adult | Linear-SAU-UCB | Relative Cumulative Regret74.62 | 9 | 1mo ago | |
| Jester | Neural-SAU-S | Relative Cumulative Regret61.02 | 9 | 1mo ago | |
| Financial | Neural-SAU-UCB | Relative Cumulative Regret5.26 | 9 | 1mo ago | |
| Covertype | Neural-SAU-S | Relative Cumulative Regret27.46 | 9 | 1mo ago | |
| Statlog | Neural-SAU-UCB | Relative Cumulative Regret0.6 | 9 | 1mo ago | |
| Mushroom | Neural-SAU-S | Relative Cumulative Regret2.2 | 9 | 1mo ago | |
| Wheel Bandit delta=0.99 | NeuralLinear | Normalized Cumulative Regret86.03 | 9 | 1mo ago | |
| Wheel Bandit delta=0.95 | SAU-Neural-S | Normalized Cumulative Regret63.3 | 9 | 1mo ago | |
| Wheel Bandit delta=0.90 | SAU-Neural-S | Normalized Cumulative Regret36.54 | 9 | 1mo ago | |
| Wheel Bandit (delta=0.70) | SAU-Neural-S | Normalized Cumulative Regret13.72 | 9 | 1mo ago | |
| Wheel Bandit delta=0.50 | SAU-Neural-S | Normalized Cumulative Regret12.49 | 9 | 1mo ago | |
| OpenML Shuttle T=10,000 | BFTS | Cumulative Regret (Mean)106.9 | 7 | 1mo ago | |
| OpenML Mushroom (T=8124) | BFTS | Mean Cumulative Regret53.9 | 7 | 1mo ago | |
| OpenML Adult T=10,000 | BFTS | Cumulative Regret (Mean)1,538.7 | 7 | 1mo ago | |
| PageBlocks OpenML | BFTS | Final Cumulative Regret266.3 | 6 | 1mo ago | |
| MNIST OpenML | NeuralTS | Cumulative Regret1,700.7 | 6 | 1mo ago | |
| GasDrift OpenML | LinTS | Final Cumulative Regret481.2 | 6 | 1mo ago | |
| EEGEyeState OpenML | XGBoostTS | Final Cumulative Regret2,132.3 | 6 | 1mo ago | |
| Covertype (OpenML) | LinTS | Final Cumulative Regret3,480 | 6 | 1mo ago | |
| Shuttle OpenML | BFTS | Final Cumulative Regret106.9 | 6 | 1mo ago | |
| Mushroom (OpenML) | BFTS | Final Regret53.9 | 6 | 1mo ago | |
| Adult (OpenML) | BFTS | Final Cumulative Regret1,538.7 | 6 | 1mo ago | |
| CIFAR-100 (Last 100 episodes) | DistCB | Average Cost0.775 | 3 | 1mo ago |
