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Adversarial jailbreak attack on RoboPAIR

50.3ASR (Auto)default
-1.801411.72492525.2512538.777575Feb 2, 2026

Evaluation results

MethodLinks
defaultBackbone=Llama-3.2-Vision, Infer Time (s)=327.892026.0250.366
SmoothLLMBackbone=Llama-3.2-Vision, Infer Time (s)=1301.712026.0233.3752.68
PARDENBackbone=Llama-3.2-Vision, Infer Time (s)=435.572026.0227.1777.31
CCEBackbone=Qwen2-VL, Infer Time (s)=296.002026.0220.2553.22
SAFE-DictBackbone=Qwen2-VL, Setting=Ours, Infer Time (s)=312.482026.0219.573.52
defaultModel=Llama-3.2-Vision, Infer Time (s)=327.892026.020.5030.66
SmoothLLMModel=Llama-3.2-Vision, Infer Time (s)=1301.712026.020.33370.5268
PARDENModel=Llama-3.2-Vision, Infer Time (s)=435.572026.020.27170.7731
CCEModel=Qwen2-VL, Infer Time (s)=296.002026.020.20250.5322