Zhang, X. et al. 2026. Risk-Aware Decision-Focused Demand Forecasting for Multi-Channel Inventory Optimization under Promotion and Stock-Out Constraints. Highlights in Business, Economics and Management. 69, (Sep. 2026), 263–279. DOI:https://doi.org/10.54097/ag16zy57.