Hai-Chuan Tian

CORE-POI: Consistency-Aware Inference for Next POI Recommendation

Next Point-of-Interest (POI) recommendation remains challenging not only due to data sparsity, but more fundamentally due to inference-time inconsistency between users' coarse-grained mobility intent (e.g., preferred spatial regions or activity time) and fine-grained POI-level decisions. While recent methods enhance re...