Vulnerable Agent Identification on Taxi environment 50 agents, 25 adversaries
508.67PerformanceBi-Level RL
Evaluation Results
| Method | Links | |
|---|---|---|
| Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 508.67 | |
| RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 503.39 | |
| Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 490.81 | |
| DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 489.82 | |
| DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 486.54 | |
| RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 483.87 | |
| RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 482.2 | |
| Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 477.31 | |
| PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 472.27 | |
| Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 467.28 | |
| DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 462.05 | |
| VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 461.58 | |
| RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 461.43 | |
| PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 458.75 | |
| VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09 | 453.29 | |
| RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 449.31 | |
| PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 441.9 | |
| RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 434.28 | |
| PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 430.56 | |
| VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 429.97 | |
| RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 428.63 | |
| VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09 | 406.75 | |
| RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 392.85 | |
| DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 380.65 | |
| VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 352.21 | |
| VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09 | 331.2 | |
| VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 321.01 | |
| VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09 | 299.82 |