WebKnowledge-aware recommendation; graph neural networks; label propagation ACM Reference Format: Hongwei Wang, Fuzheng Zhang, Mengdi Zhang, Jure Leskovec, Miao Zhao, Wenjie Li, and Zhongyuan Wang. 2024. Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems. WebFeb 1, 2024 · News recommendation system is designed to deal with massive news and provide personalized recommendations for users. Accurately capturing user preferences and modeling news and users is the key to news recommendation. In this paper, we propose a new framework, news recommendation system based on topic embedding and …
Personalized knowledge-aware recommendation with …
WebInspired by the success of applying knowledge graph in a wide variety of tasks, researchers also tried to utilize them to improve the performance of recommender systems. Existing knowledge graph aware recommendation approaches include embedding based methods and path based methods. WebApr 14, 2024 · To tackle this issue, we propose a novel Memory-enhanced Period-aware Graph neural network for general POI Recommendation (MPGRec). Specifically, it exploits the advantages of the GNN module in ... oliver hudson\u0027s mother
Explainable reasoning over knowledge graphs for recommendation …
WebSep 5, 2024 · In order to address these issues, we proposed a novel Multi-modal Knowledge-aware Reinforcement Learning Network (MKRLN), which couples recommendation and interpretability by providing actual paths in multi-modal KG (MKG). The MKRLN can generate path representation by composing the structural and visual information of entities, and … WebApr 12, 2024 · Image Quality-aware Diagnosis via Meta-knowledge Co-embedding Haoxuan Che · Siyu Chen · Hao Chen KiUT: Knowledge-injected U-Transformer for Radiology Report … WebMay 11, 2024 · In this section, we propose a deep knowledge-aware approach for web service recommendation called DKWSR, which is designed for a Q&A-based web service recommendation scenario. This method aims at modeling accurate services and user representations, as well as capturing highly complex relations between the users and … oliver hume real estate group pty ltd