Average Runtime on Synthetic Linear Bandit (K=5000, d=10)
4.15Average Runtime (s)RS-OFUL
Evaluation Results
| Method | Links | |
|---|---|---|
| RS-OFULAlgorithm Class=Suboptimal, Number of runs=102026.05 | 4.15 | |
| BLCEAlgorithm Type=Optimal2026.05 | 6.19 | |
| BLCE-GAlgorithm Type=Optimal2026.05 | 9.16 | |
| RS-OFULAlgorithm Type=Suboptimal2026.05 | 10.46 | |
| SoftBatchAlgorithm Type=Suboptimal2026.05 | 12.62 | |
| BLCEAlgorithm Class=Optimal, Number of runs=102026.05 | 12.83 | |
| SoftBatchAlgorithm Class=Suboptimal, Number of runs=102026.05 | 15.17 | |
| BLCE-GAlgorithm Class=Optimal, Number of runs=102026.05 | 40.27 | |
| BatchLinUCB-DGAlgorithm Type=Suboptimal2026.05 | 555.11 | |
| BatchLearningAlgorithm Type=Optimal2026.05 | 590.69 | |
| BatchLearningAlgorithm Class=Optimal, Number of runs=102026.05 | 621.09 | |
| BatchLinUCB-DGAlgorithm Class=Suboptimal, Number of runs=102026.05 | 1,300.01 |