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ResearchFormerly WizWand

Vulnerable Agent Identification on Taxi environment 100 agents, 50 adversaries

938.78PerformanceRandom
557.36656.3825755.405854.4275Sep 18, 2025
Updated 5mo ago

Evaluation results

MethodLinks
RandomNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09938.78
RTCANum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09868.56
DCNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09859.64
RandomNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09859
DCNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09854.25
DCNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09835.1
Bi-Level RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09817.33
RTCANum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09811.34
DCNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09807.4
Bi-Level RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09800.48
RandomNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09799.87
Bi-Level RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09798.31
PIANONum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09798.18
PIANONum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09797.2
RandomNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09792.99
PIANONum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09787.63
RTCANum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09781.21
VAI-GreedyNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09778.59
Bi-Level RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09771.67
RTCANum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09761.81
VAI-RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.32025.09756.91
VAI-GreedyNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09750.75
PIANONum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09723.8
VAI-GreedyNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09722.62
VAI-RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.52025.09721.64
VAI-RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=0.72025.09710.65
VAI-GreedyNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09605.63
VAI-RLNum Agent=100, Adv Agent=50, Perturbation budget (epsilon)=1.02025.09572.03