diff --git a/README.md b/README.md
index 0df72ce..93f998a 100644
--- a/README.md
+++ b/README.md
@@ -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