System call detection on IoTOwl 0.025 contamination level
100Detection RateCarter et al. (SOTA)
Evaluation results
| Method | Links | |
|---|---|---|
| Carter et al. (SOTA)Malware=traverse, Model=SOTA2026.01 | 100 | |
| Carter et al. (SOTA')Malware=traverse, Model=SOTA'2026.01 | 100 | |
| Contrastive Augmented LearningMalware=traverse, Mutation Rate=0.12026.01 | 100 | |
| Contrastive Augmented LearningMalware=traverse, Mutation Rate=0.22026.01 | 100 | |
| Carter et al. (SOTA)Malware=lateral, Model=SOTA2026.01 | 100 | |
| Contrastive Augmented LearningMalware=lateral, Mutation Rate=0.12026.01 | 100 | |
| Contrastive Augmented LearningMalware=lateral, Mutation Rate=0.22026.01 | 100 | |
| Carter et al. (SOTA)Malware=combo, Model=SOTA2026.01 | 100 | |
| Carter et al. (SOTA)Malware=apt6010, Model=SOTA2026.01 | 100 | |
| Contrastive Augmented LearningMalware=apt6010, Mutation Rate=0.12026.01 | 100 | |
| Contrastive Augmented LearningMalware=apt6010, Mutation Rate=0.22026.01 | 100 | |
| Contrastive Augmented LearningMalware=combo, Mutation Rate=0.12026.01 | 98.99 | |
| Carter et al. (SOTA')Malware=combo, Model=SOTA'2026.01 | 98.49 | |
| Contrastive Augmented LearningMalware=combo, Mutation Rate=0.22026.01 | 98.49 | |
| Carter et al. (SOTA')Malware=lateral, Model=SOTA'2026.01 | 37.5 | |
| Carter et al. (SOTA')Malware=apt6010, Model=SOTA'2026.01 | 0.92 |