Research questionHow can next-app prediction remain accurate when session intent shifts rapidly and user history is sparse?A user's intent can change within a short session, while sparse or absent history removes important personalization signals. Direct app-to-app transitions may consequently miss higher-order dependencies that help identify the next launch.