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Youfang Leng

3 accepted papers

2022

Denoising-Guided Deep Reinforcement Learning For Social Recommendation

ICASSP 2022accepted

Social recommendation (SR) aims to enhance the performance of recommendations by incorporating social information. However, such information is not always reliable, e.g., some of the friends may share similar preferences with the user on a specific item, while others may be irrelevant to this item d…

Cited by 0SourceScholar
2022

Denoising-Oriented Deep Hierarchical Reinforcement Learning for Next-Basket Recommendation⋆

ICASSP 2022accepted

Next basket recommendation aims to provide users a basket of items on the next visit by considering the sequence of their historical baskets. However, since a user’s purchase interests vary over time, historical baskets often contain many irrelevant items to his/her next choices. Therefore, it is ne…

Cited by 0SourceScholar
2021

Co-Capsule Networks Based Knowledge Transfer for Cross-Domain Recommendation

ICASSP 2021accepted

Cross-domain recommendation (CDR) technology is proved to be an effective way to tackle the difficulties encountered by traditional recommender technology (e.g. CF), such as data sparsity and cold-start. However, on account of the heterogeneity, it is difficult to enhance the representation of user…

Cited by 0SourceScholar