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Especially, it is able to better depict the changes involving spatiotemporal structural properties and polarity attributes.In a modern e-commerce recommender system, it is important to understand the relationships among products. Recognizing product relationships--such as complements or substitutes--accurately is an essential task for generating better recommendation results, as well as improving explainability in recommendation. Products and their associated relationships naturally form a product graph, yet existing efforts do not ful