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ResearchFormerly WizWand

Vulnerable Agent Identification on Taxi environment 50 agents, 25 adversaries

508.67PerformanceBi-Level RL
291.466347.8555404.245460.6345Sep 18, 2025
Updated 5mo ago

Evaluation results

MethodLinks
Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09508.67
RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09503.39
Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09490.81
DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09489.82
DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09486.54
RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09483.87
RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09482.2
Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09477.31
PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09472.27
Bi-Level RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09467.28
DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09462.05
VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09461.58
RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09461.43
PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09458.75
VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.32025.09453.29
RandomNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09449.31
PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09441.9
RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09434.28
PIANONum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09430.56
VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09429.97
RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09428.63
VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.52025.09406.75
RTCANum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09392.85
DCNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09380.65
VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09352.21
VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=0.72025.09331.2
VAI-GreedyNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09321.01
VAI-RLNum Agent=50, Adv Agent=25, Perturbation budget (epsilon)=1.02025.09299.82