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20172023
most citedResearch Commentary on Recommendations with Side Information: A Survey and Research Directions

192 citations · 342 across the 11 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.SI2022

A Generic Reinforced Explainable Framework with Knowledge Graph for Session-based Recommendation

Huizi Wu, Hui Fang, Zhu Sun +3

Session-based recommendation (SR) has gained increasing attention in recent years. Quite a great amount of studies have been devoted to designing complex algorithms to improve reco…

cs.IR2022★ 13 cited

A Multi-Channel Next POI Recommendation Framework with Multi-Granularity Check-in Signals

Zhu Sun, Yu Lei, Lu Zhang +3

Current study on next POI recommendation mainly explores user sequential transitions with the fine-grained individual-user POI check-in trajectories only, which suffers from the se…

cs.IR2022★ 22 cited

Understanding Diversity in Session-Based Recommendation

Qing Yin, Hui Fang, Zhu Sun +1

Current session-based recommender systems (SBRSs) mainly focus on maximizing recommendation accuracy, while few studies have been devoted to improve diversity beyond accuracy. Mean…

cs.IR2022★ 25 cited

DaisyRec 2.0: Benchmarking Recommendation for Rigorous Evaluation

Zhu Sun, Hui Fang, Jie Yang +5

Recently, one critical issue looms large in the field of recommender systems -- there are no effective benchmarks for rigorous evaluation -- which consequently leads to unreproduci…

cs.IR2022

Attention over Self-attention:Intention-aware Re-ranking with Dynamic Transformer Encoders for Recommendation

Zhuoyi Lin, Sheng Zang, Rundong Wang +4

Re-ranking models refine item recommendation lists generated by the prior global ranking model, which have demonstrated their effectiveness in improving the recommendation quality.…