Time Series Anomaly Detection on TSB-AD multivariate 20 series (tuning subset)
55.8AUC-PRAxonAD (Base)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AxonAD (Base)variant=Base2026.03 | 55.8 | 86.1 | 65.8 | 91.5 | 85.5 | 77.3 | 56.4 | 90.4 | |
| AxonAD (Score MSE+JEPA KL)Variant=Score MSE+JEPA KL2026.03 | 55.4 | 86 | 65.5 | 91.6 | 85.4 | 77.2 | 56 | 89.6 | |
| AxonAD (EMA 0)EMA factor=02026.03 | 53.4 | 85.5 | 63.6 | 90.8 | 81.8 | 72.2 | 56 | 87.3 | |
| AxonAD (Mask 0.8)Mask ratio=0.82026.03 | 53.3 | 85.9 | 63.1 | 91.1 | 80.8 | 70.3 | 54.7 | 86.4 | |
| AxonAD (EMA 0.999)EMA factor=0.9992026.03 | 52.7 | 85.6 | 63.6 | 91.3 | 80.4 | 72.4 | 55.6 | 88.2 | |
| AxonAD (Heads=4)Attention heads=42026.03 | 52.5 | 85.6 | 63 | 91.4 | 80.8 | 71.1 | 53.1 | 87.6 | |
| AxonAD (D=64)Model dimension=642026.03 | 51.6 | 83.6 | 61.3 | 89.6 | 79.6 | 69.2 | 55.3 | 86 | |
| AxonAD (Score MSE)Variant=Score MSE2026.03 | 51.3 | 82.8 | 60.4 | 86.8 | 73 | 65.2 | 53.4 | 85.2 | |
| AxonAD (Recon only)Variant=Recon only2026.03 | 51.1 | 82 | 60.3 | 85.8 | 72.8 | 65.6 | 54.1 | 85.6 | |
| AxonAD (EMA 0.99)EMA factor=0.992026.03 | 51 | 85.9 | 60.8 | 91 | 82.4 | 70 | 56.4 | 88.3 | |
| AxonAD (Horizon 25)Forecast horizon=252026.03 | 50.2 | 85.4 | 59.9 | 90.7 | 82.1 | 67.6 | 51.7 | 88.1 | |
| AxonAD (JEPA only, Q)Variant=JEPA only, Q2026.03 | 41.3 | 76.4 | 53.3 | 84.6 | 82.2 | 68.3 | 39.6 | 89.2 | |
| AxonAD (Predict keys)Prediction target=keys2026.03 | 40.5 | 73.5 | 49.5 | 80.3 | 74.8 | 62.2 | 46.2 | 85.7 | |
| AxonAD (Predict values)Prediction target=values2026.03 | 40.5 | 73.6 | 49.6 | 80.1 | 74.4 | 62.3 | 43.9 | 85.7 | |
| AxonAD (Predict attn map, Q)Prediction target=attention map, Q2026.03 | 40.3 | 75.4 | 50 | 83.2 | 76.6 | 63 | 37.9 | 87 | |
| AxonAD (Predict hidden state)Prediction target=hidden state2026.03 | 40 | 74.2 | 48.1 | 81.5 | 72 | 60.4 | 42.8 | 85.6 | |
| AxonAD (Predict attn map, QK)Prediction target=attention map, QK2026.03 | 38.8 | 75.7 | 48.6 | 82.6 | 70.9 | 55.3 | 40.2 | 84.4 |