SPAR: Enhancing Industrial-Scale Generative POI Recommendation via Real-World Spatial Perception

Generative Point-of-Interest (POI) recommendation, autoregressively generating a target POI's semantic ID (SID), holds great promise for Location-Based Services, where a recommendation helps only if the user can reach it. Yet, existing methods operate within an interest space defined by behavior seq...