Compliance Verification on IPv6 standards compliance 500 samples (test)
99.8AccuracyAICCE Arch A (with MAD)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AICCE Arch A (with MAD)Latency=21.450, Explainability=Yes, Err. Recovery=Yes2026.04 | 99.8 | 100 | 99 | 99.5 | |
| AICCE Arch BLatency=0.098, Explainability=No, Err. Recovery=Yes2026.04 | 96.7 | 99.7 | 96.1 | 97.9 | |
| AICCE Arch A (w/o MAD)Latency=20.210, Explainability=Yes, Err. Recovery=No2026.04 | 95.7 | 96.4 | 98.2 | 97.3 | |
| Random ForestLatency=0.00086, Explainability=No, Err. Recovery=No2026.04 | 93.8 | 85.57 | 83 | 84.26 | |
| Logistic RegressionLatency=0.00035, Explainability=No, Err. Recovery=No2026.04 | 93 | 94.52 | 69 | 79.77 | |
| MLP Neural NetLatency=0.00233, Explainability=No, Err. Recovery=No2026.04 | 93 | 80.95 | 85 | 82.93 | |
| Extra TreesLatency=0.00043, Explainability=No, Err. Recovery=No2026.04 | 92.8 | 83.33 | 80 | 81.63 | |
| Support Vector MachineLatency=0.00029, Explainability=No, Err. Recovery=No2026.04 | 91.4 | 98.31 | 58 | 72.96 | |
| K-Nearest NeighborsLatency=0.00001, Explainability=No, Err. Recovery=No2026.04 | 88.8 | 95.83 | 46 | 62.16 | |
| Naive BayesLatency=0.00001, Explainability=No, Err. Recovery=No2026.04 | 88.2 | 100 | 41 | 58.16 | |
| Gradient BoostingLatency=0.00145, Explainability=No, Err. Recovery=No2026.04 | 85 | 60.33 | 73 | 66.06 | |
| BERT + LSTMLatency=0.3653, Explainability=No, Err. Recovery=No2026.04 | 84 | 100 | 20 | 33.33 | |
| Isolation ForestLatency=0.00070, Explainability=No, Err. Recovery=No2026.04 | 77.4 | 42.7 | 38 | 40.21 | |
| XGBoostLatency=0.00016, Explainability=No, Err. Recovery=No2026.04 | 56 | 29.87 | 89 | 44.72 | |
| LightGBMLatency=0.00020, Explainability=No, Err. Recovery=No2026.04 | 50 | 26.56 | 85 | 40.48 |