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cs.AI2025
POI-Enhancer: An LLM-based Semantic Enhancement Framework for POI Representation Learning
Jiawei Cheng, Jingyuan Wang, Yichuan Zhang +4
POI representation learning plays a crucial role in handling tasks related to user mobility data. Recent studies have shown that enriching POI representations with multimodal infor…
cs.AI2023
Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction
Jiahao Ji, Wentao Zhang, Jingyuan Wang +1
Traffic prediction is essential for intelligent transportation systems and urban computing. It aims to establish a relationship between historical traffic data X and future traffic…