System call detection on IoTOwl 0.015 contamination level
10,000Detection RateCarter et al. (SOTA')
Evaluation results
| Method | Links | |
|---|---|---|
| Carter et al. (SOTA')Malware=traverse, Model=SOTA'2026.01 | 10,000 | |
| Contrastive Augmented LearningMalware=traverse, Mutation Rate=0.12026.01 | 10,000 | |
| Contrastive Augmented LearningMalware=traverse, Mutation Rate=0.22026.01 | 10,000 | |
| Contrastive Augmented LearningMalware=lateral, Mutation Rate=0.12026.01 | 10,000 | |
| Contrastive Augmented LearningMalware=lateral, Mutation Rate=0.22026.01 | 10,000 | |
| Contrastive Augmented LearningMalware=apt6010, Mutation Rate=0.12026.01 | 10,000 | |
| Carter et al. (SOTA)Malware=lateral, Model=SOTA2026.01 | 9,944 | |
| Contrastive Augmented LearningMalware=combo, Mutation Rate=0.12026.01 | 9,849 | |
| Carter et al. (SOTA')Malware=combo, Model=SOTA'2026.01 | 9,799 | |
| Contrastive Augmented LearningMalware=combo, Mutation Rate=0.22026.01 | 9,347 | |
| Carter et al. (SOTA')Malware=lateral, Model=SOTA'2026.01 | 2,500 | |
| Carter et al. (SOTA)Malware=combo, Model=SOTA2026.01 | 179 | |
| Carter et al. (SOTA')Malware=apt6010, Model=SOTA'2026.01 | 92 | |
| Carter et al. (SOTA)Malware=traverse, Model=SOTA2026.01 | 6 | |
| Carter et al. (SOTA)Malware=apt6010, Model=SOTA2026.01 | 0 | |
| Contrastive Augmented LearningMalware=apt6010, Mutation Rate=0.22026.01 | 0 |