Network Intrusion Detection on IoT NIDS Adversarial Traffic (test)
82Detection RateXGBoost
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoostDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=KNN2026.03 | 82 | — | |
| RFDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=KNN2026.03 | 76 | — | |
| DTDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=DT2026.03 | 76 | — | |
| XGBoostDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=DT2026.03 | 76 | — | |
| KNNDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=DT2026.03 | 75 | — | |
| XGBoostDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=XGBoost2026.03 | 73 | — | |
| KNNDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=XGBoost2026.03 | 71 | — | |
| RFDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=XGBoost2026.03 | 71 | — | |
| RFDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=DT2026.03 | 69 | — | |
| DTDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=KNN2026.03 | 66 | — | |
| XGBoostDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=RF2026.03 | 66 | — | |
| KNNDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=KNN2026.03 | 65 | — | |
| RFDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=RF2026.03 | 63 | — | |
| KNNDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=RF2026.03 | 61 | — | |
| DTDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=XGBoost2026.03 | 60 | — | |
| DTDefense mechanism=Dempster-Shafer fusion, Attacker's substitute model=RF2026.03 | 56 | — | |
| DTDefense mechanism=Dempster-Shafer fusion2026.03 | — | 63 | |
| KNNDefense mechanism=Dempster-Shafer fusion2026.03 | — | 68 | |
| RFDefense mechanism=Dempster-Shafer fusion2026.03 | — | 70 | |
| XGBoostDefense mechanism=Dempster-Shafer fusion2026.03 | — | 74 |