LightGT: A Light Graph Transformer for Multimedia Recommendation
Yinwei Wei, Wenqi Liu, Fan Liu, Xiang Wang, Liqiang Nie, Tat-Seng Chua
2023年份
71被引次数
11顶会引用
摘要
Multimedia recommendation methods aim to discover the user preference on the multi-modal information to enhance the collaborative filtering (CF) based recommender system. Nevertheless, they seldom consider the impact of feature extraction on the user preference modeling and prediction of the user-item interaction, as the extracted features contain excessive information irrelevant to the recommendation.
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引用它的顶会 Paper11
- DiffMM: Multi-Modal Diffusion Model for RecommendationYangqin Jiang, Lianghao Xia, Wei Wei, Da Luo 等ACM MM 2024 · 被引用 92 次
- Behavior-Contextualized Item Preference Modeling for Multi-Behavior RecommendationMingshi Yan, Fan Liu, Jing Sun, Fuming Sun 等SIGIR 2024 · 被引用 49 次
- Online Distillation-enhanced Multi-modal Transformer for Sequential RecommendationWei Ji, Xiangyan Liu, An Zhang, Yinwei Wei 等ACM MM 2023 · 被引用 32 次
- Semantic-Guided Feature Distillation for Multimodal RecommendationFan Liu, Huilin Chen, Zhiyong Cheng, Liqiang Nie 等ACM MM 2023 · 被引用 24 次
- Modality-Balanced Learning for Multimedia RecommendationJinghao Zhang, Guofan Liu, Qiang Liu, Shu Wu 等ACM MM 2024 · 被引用 21 次
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