System call detection on IoTOwl 0.005 contamination level
100Detection RateCarter et al. (SOTA')
Evaluation results
| Method | Links | |
|---|---|---|
| Carter et al. (SOTA')Malware=rename, Model=SOTA'2026.01 | 100 | |
| Contrastive Augmented LearningMalware=rename, Mutation Rate=0.12026.01 | 100 | |
| Contrastive Augmented LearningMalware=rename, Mutation Rate=0.22026.01 | 100 | |
| Carter et al. (SOTA')Malware=compile, Model=SOTA'2026.01 | 100 | |
| Contrastive Augmented LearningMalware=compile, Mutation Rate=0.12026.01 | 100 | |
| Contrastive Augmented LearningMalware=compile, Mutation Rate=0.22026.01 | 100 | |
| Contrastive Augmented LearningMalware=lateral, Mutation Rate=0.12026.01 | 100 | |
| Carter et al. (SOTA')Malware=encrypt, Model=SOTA'2026.01 | 99.32 | |
| Contrastive Augmented LearningMalware=encrypt, Mutation Rate=0.12026.01 | 99.32 | |
| Contrastive Augmented LearningMalware=encrypt, Mutation Rate=0.22026.01 | 91.53 | |
| Contrastive Augmented LearningMalware=download, Mutation Rate=0.22026.01 | 75 | |
| Contrastive Augmented LearningMalware=combo, Mutation Rate=0.12026.01 | 56.78 | |
| Carter et al. (SOTA')Malware=download, Model=SOTA'2026.01 | 50 | |
| Contrastive Augmented LearningMalware=download, Mutation Rate=0.12026.01 | 50 | |
| Carter et al. (SOTA)Malware=rename, Model=SOTA2026.01 | 48.27 | |
| Carter et al. (SOTA)Malware=lateral, Model=SOTA2026.01 | 33.05 | |
| Carter et al. (SOTA')Malware=lateral, Model=SOTA'2026.01 | 25 | |
| Contrastive Augmented LearningMalware=lateral, Mutation Rate=0.22026.01 | 25 | |
| Contrastive Augmented LearningMalware=combo, Mutation Rate=0.22026.01 | 21.11 | |
| Carter et al. (SOTA')Malware=combo, Model=SOTA'2026.01 | 13.57 | |
| Carter et al. (SOTA)Malware=encrypt, Model=SOTA2026.01 | 11.64 | |
| Carter et al. (SOTA)Malware=traverse, Model=SOTA2026.01 | 0 | |
| Carter et al. (SOTA')Malware=traverse, Model=SOTA'2026.01 | 0 | |
| Contrastive Augmented LearningMalware=traverse, Mutation Rate=0.12026.01 | 0 | |
| Contrastive Augmented LearningMalware=traverse, Mutation Rate=0.22026.01 | 0 | |
| Carter et al. (SOTA)Malware=compile, Model=SOTA2026.01 | 0 | |
| Carter et al. (SOTA)Malware=download, Model=SOTA2026.01 | 0 | |
| Carter et al. (SOTA)Malware=combo, Model=SOTA2026.01 | 0 | |
| Carter et al. (SOTA)Malware=apt6010, Model=SOTA2026.01 | 0 | |
| Carter et al. (SOTA')Malware=apt6010, Model=SOTA'2026.01 | 0 | |
| Contrastive Augmented LearningMalware=apt6010, Mutation Rate=0.12026.01 | 0 | |
| Contrastive Augmented LearningMalware=apt6010, Mutation Rate=0.22026.01 | 0 |