Linear Bandit on Linear Bandit Setting (ε=0.4, B=3, test)
1.79Cumulative RegretAT-DPT
Evaluation results
| Method | Links | |
|---|---|---|
| AT-DPTAttacker Target=CRLinUCB*, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 1.79 | |
| AT-DPTAttacker Target=AT-DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 2.49 | |
| AT-DPTAttacker Target=DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 2.5 | |
| AT-DPTAttacker Target=LinUCB, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 2.83 | |
| CRLinUCB*Clean Env.=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 2.94 | |
| DPTClean Env.=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 3.35 | |
| LinUCBClean Env.=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 3.51 | |
| AT-DPTClean Env.=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 3.89 | |
| CRLinUCB*Unif. Rand. Attack=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 5.12 | |
| LinUCBUnif. Rand. Attack=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 5.21 | |
| AT-DPTUnif. Rand. Attack=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 5.33 | |
| DPTUnif. Rand. Attack=true, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 6.62 | |
| CRLinUCB*Attacker Target=DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 33.03 | |
| LinUCBAttacker Target=CRLinUCB*, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 34.82 | |
| LinUCBAttacker Target=LinUCB, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 35.22 | |
| CRLinUCB*Attacker Target=CRLinUCB*, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 35.36 | |
| CRLinUCB*Attacker Target=LinUCB, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 35.56 | |
| LinUCBAttacker Target=DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 35.93 | |
| CRLinUCB*Attacker Target=AT-DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 37.45 | |
| LinUCBAttacker Target=AT-DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 37.69 | |
| DPTAttacker Target=CRLinUCB*, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 63.84 | |
| DPTAttacker Target=AT-DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 70.29 | |
| DPTAttacker Target=LinUCB, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 70.83 | |
| DPTAttacker Target=DPT, Steps poisoned (ε)=0.4, Attack budget (B)=32025.06 | 71.42 |