Model Extraction on ML-1M (test)
62.6N@10BlackBox
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BlackBoxTarget Model Architecture=NARM, Extraction Mode=Black-Box2026.02 | 62.6 | 81.9 | — | — | |
| Cognitive Distribution and Behavior-Consistent FrameworkTarget Model Architecture=NARM, Extraction Mode=White-Box2026.02 | 61.7 | 81.3 | 60.1 | 75.7 | |
| DFMETarget Model Architecture=NARM, Extraction Mode=White-Box2026.02 | 61.5 | 81.2 | 57.1 | 74.7 | |
| ME-MIATarget Model Architecture=NARM, Extraction Mode=White-Box2026.02 | 61.5 | 81.1 | 55.1 | 72.4 | |
| BlackBoxTarget Model Architecture=SASRec, Extraction Mode=Black-Box2026.02 | 60.5 | 82.7 | — | — | |
| DFMETarget Model Architecture=SASRec, Extraction Mode=White-Box2026.02 | 60.2 | 80.2 | 45.4 | 66.2 | |
| Cognitive Distribution and Behavior-Consistent FrameworkTarget Model Architecture=SASRec, Extraction Mode=White-Box2026.02 | 59.5 | 81.8 | 57.3 | 72.4 | |
| ME-MIATarget Model Architecture=SASRec, Extraction Mode=White-Box2026.02 | 59.4 | 82 | 52.8 | 71.1 | |
| BlackBoxTarget Model Architecture=BERT4Rec, Extraction Mode=Black-Box2026.02 | 59 | 79.4 | — | — | |
| Cognitive Distribution and Behavior-Consistent FrameworkTarget Model Architecture=BERT4Rec, Extraction Mode=White-Box2026.02 | 57.1 | 78.2 | 40.9 | 63.1 | |
| ME-MIATarget Model Architecture=BERT4Rec, Extraction Mode=White-Box2026.02 | 56 | 77.3 | 30.8 | 56.9 | |
| DFMETarget Model Architecture=BERT4Rec, Extraction Mode=White-Box2026.02 | 55.9 | 77.5 | 33.5 | 58.1 |