Project# Sale forecasting to reduce food discard Customer pain-points Solution effects Behind technology Counterfactual-based Data Augmentation for Control Issue of data shortage Why MLP does not work Our novel framework: ACAMDA Centralized Inventory Control in a Partially Observable State Business objective Dealing with uncertainties A simulation run Large-Scale POMDP Planning Current limitation A novel solver: QBASE Example: Navigation, and Target Finding