专题:Recommender Systems and Techniques

This cluster of papers focuses on the advancements in recommender system technologies, including collaborative filtering, matrix factorization, deep learning, content-based recommendation, web mining, context-aware recommender systems, neural networks, user modeling, and trust-aware recommender systems. The papers cover various techniques and methodologies for improving recommendation accuracy and addressing challenges such as cold start problems and privacy concerns.
最新文献
Time to Split: Exploring Data Splitting Strategies for Offline Evaluation of Sequential Recommenders

preprint Full Text OpenAlex

TiM4Rec: An Efficient Sequential Recommendation Model Based on Time-Aware Structured State Space Duality Model

article Full Text OpenAlex

SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation

article Full Text OpenAlex

RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts

article Full Text OpenAlex

SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation

article Full Text OpenAlex

De-centering the (Traditional) user: Multistakeholder evaluation of recommender systems

article Full Text OpenAlex

Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation

article Full Text OpenAlex

Beyond Whole Dialogue Modeling: Contextual Disentanglement for Conversational Recommendation

article Full Text OpenAlex

Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation

article Full Text OpenAlex

MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender Systems

article Full Text OpenAlex

近5年高被引文献
Self-supervised Graph Learning for Recommendation

article Full Text OpenAlex 1062 FWCI150.732

Proceedings of the 29th ACM International Conference on Multimedia

paratext Full Text OpenAlex 870 FWCI0

Graph Neural Networks in Recommender Systems: A Survey

review Full Text OpenAlex 763 FWCI41.641

Fused Matrix Factorization with Geographical and Social Influence in Location-Based Social Networks

article Full Text OpenAlex 553 FWCI16.688

Proceedings of the 31st ACM International Conference on Multimedia

paratext Full Text OpenAlex 512 FWCI0

Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation

article Full Text OpenAlex 469 FWCI71.598

Bias and Debias in Recommender System: A Survey and Future Directions

article Full Text OpenAlex 446 FWCI126.665

Contrastive Learning for Sequential Recommendation

article Full Text OpenAlex 434 FWCI80.752

A Survey of Recommendation Systems: Recommendation Models, Techniques, and Application Fields

article Full Text OpenAlex 413 FWCI134.848

A Survey of Graph Neural Networks for Recommender Systems: Challenges, Methods, and Directions

article Full Text OpenAlex 406 FWCI239.853