Hyperparameter Optimization on CIFAR-10 (val)
93.42Validation AccuracyALMAB-DC (UCB)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ALMAB-DC (UCB)Budget=60 evaluations, Backbone=EfficientNet-B0, Replicates=5002026.03 | 93.42 | 0.36 | 6.9 | 108 | |
| ALMAB-DC (TS)Budget=60 evaluations, Backbone=EfficientNet-B0, Replicates=5002026.03 | 93.1 | 0.36 | 7.1 | 112 | |
| Optuna (TPE)Budget=60 evaluations, Backbone=EfficientNet-B0, Replicates=5002026.03 | 92.3 | 0.42 | 8.2 | 122 | |
| BOHBBudget=60 evaluations, Backbone=EfficientNet-B0, Replicates=5002026.03 | 91.72 | 0.48 | 8.8 | 120 | |
| Random SearchBudget=60 evaluations, Backbone=EfficientNet-B0, Replicates=5002026.03 | 89.54 | 0.67 | 11.2 | 145 | |
| Grid SearchBudget=60 evaluations, Backbone=EfficientNet-B0, Replicates=5002026.03 | 87.96 | 0.81 | 13.5 | 168 |