Tran, S. 2026. Regime-Gated Return–Risk Fusion for Forward Stock Sharpe Prediction: A Leakage-Audited Evaluation. Journal of Mathematical Finance and Risk Management. 1, 3 (Oct. 2026), 40–45. DOI:https://doi.org/10.54097/8esrge46.