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@@ -51,7 +51,7 @@ Thresholded F1 metrics for JANUS across all four datasets are in `RESULTS.md` Se
- **MFAD** — multi-feature fusion reconstruction; distance over the fused-view reconstruction as score.
- **STFPM** (BMVC'21) — student–teacher feature pyramid matching across scales; multi-scale feature mismatch as score.
- **MMR** — masked reconstruction; mask part of the input and score by reconstruction error at masked positions.
- **Shafir NF + Shapley** (arXiv'26) — Normalizing Flow on CICFlowMeter flow statistics with SHAP-selected top-5 features; negative log-likelihood as score.
- **Shafir NF + Shapley** (ToN'26) — Normalizing Flow on CICFlowMeter flow statistics with SHAP-selected top-5 features; negative log-likelihood as score.
- **ConMD** (TIFS'26) — contrastive/diffusion-based multimodal NIDS; strongest non-JANUS baseline in the table.
### 3×3 cross-dataset transfer matrix