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Backdoor Detection on poisoned models (Task 1)

100Detection RateProposed Method
-4235077Feb 3, 2026

Evaluation results

MethodLinks
Proposed MethodModel=Phi-4-mini, Count=122026.02100
BAITModel=Phi-4-mini, Count=122026.0292.3
Proposed MethodModel=gemma-3-270m, Count=62026.0283.3
Proposed MethodModel=Llama-3.1-8B, Count=122026.0283.3
BAITModel=Llama-3.1-8B, Count=122026.0276.9
ICLScanModel=gemma-3-270m, Count=62026.0266.7
Proposed MethodModel=Distill-Qwen-1.5B, Count=62026.0266.7
BAITModel=Distill-Qwen-1.5B, Count=62026.0242.8
ICLScanModel=Llama-3.1-8B, Count=122026.0241.6
ICLScanModel=Phi-4-mini, Count=122026.0233.3
ICLScanModel=Distill-Qwen-1.5B, Count=62026.020