Adversarial Attack on Neural Contextual Bandits on Yelp
36RegretIlyas
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| IlyasBudget B=50, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 36 | — | — | — | — | — | — | — | |
| GarcelonBudget B=50, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 38 | — | — | — | — | — | — | — | |
| MaBudget B=50, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 55 | — | — | — | — | — | — | — | |
| LiuBudget B=50, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 59 | — | — | — | — | — | — | — | |
| IlyasBudget B=100, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 60 | — | — | — | — | — | — | — | |
| GarcelonBudget B=100, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 67 | — | — | — | — | — | — | — | |
| IlyasBudget B=150, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 82 | — | — | — | — | — | — | — | |
| GarcelonBudget B=150, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 85 | — | — | — | — | — | — | — | |
| IlyasBudget B=200, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 102 | — | — | — | — | — | — | — | |
| AdvBanditBudget B=50, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 112 | — | — | — | — | 1.9 | 59 | 2.23 | |
| GarcelonBudget B=200, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 114 | — | — | — | — | — | — | — | |
| MaBudget B=100, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 115 | — | — | — | — | — | — | — | |
| IlyasBudget B=250, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 115 | — | — | — | — | — | — | — | |
| LiuBudget B=100, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 126 | — | — | — | — | — | — | — | |
| GarcelonBudget B=250, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 128 | — | — | — | — | — | — | — | |
| IlyasBudget B=300, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 139 | — | — | — | — | — | — | — | |
| GarcelonBudget B=300, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 149 | — | — | — | — | — | — | — | |
| IlyasBudget B=350, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 159 | — | — | — | — | — | — | — | |
| MaBudget B=150, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 164 | — | — | — | — | — | — | — | |
| GarcelonBudget B=350, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 165 | — | — | — | — | — | — | — | |
| LiuBudget B=150, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 178 | — | — | — | — | — | — | — | |
| IlyasBudget B=400, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 191 | — | — | — | — | — | — | — | |
| AdvBanditBudget B=100, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 200 | — | — | — | — | 1.59 | 126 | 2 | |
| GarcelonBudget B=400, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 205 | — | — | — | — | — | — | — | |
| Ma2026.02 | 211 | 40 | 181 | — | — | — | — | — | |
| MaBudget B=200, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 219 | — | — | — | — | — | — | — | |
| LiuBudget B=200, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 231 | — | — | — | — | — | — | — | |
| MaBudget B=250, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 283 | — | — | — | — | — | — | — | |
| AdvBanditBudget B=150, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 295 | — | — | — | — | 1.66 | 178 | 1.97 | |
| MaBudget B=300, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 304 | — | — | — | — | — | — | — | |
| LiuBudget B=250, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 333 | — | — | — | — | — | — | — | |
| MaBudget B=350, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 358 | — | — | — | — | — | — | — | |
| LiuBudget B=300, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 368 | — | — | — | — | — | — | — | |
| AdvBanditBudget B=200, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 393 | — | — | — | — | 1.71 | 231 | 1.97 | |
| MaBudget B=400, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 435 | — | — | — | — | — | — | — | |
| LiuBudget B=350, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 436 | — | — | — | — | — | — | — | |
| AdvBanditBudget B=250, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 447 | — | — | — | — | 1.34 | 333 | 1.79 | |
| LiuBudget B=400, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 461 | — | — | — | — | — | — | — | |
| AdvBanditBudget B=300, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 525 | — | — | — | — | 1.43 | 368 | 1.75 | |
| AdvBandit2026.02 | 616 | 140.6 | 223 | 0.83 | 2.37 | 2.92 | — | — | |
| AdvBanditBudget B=350, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 645 | — | — | — | — | 1.48 | 436 | 1.84 | |
| AdvBanditBudget B=400, Victim Model=R-NeuralUCB, Total Steps (T)=50002026.02 | 703 | — | — | — | — | 1.53 | 461 | 1.76 |