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
Towards Adaptive Mixed-Initiative Media Recommender Systems with LLMs

article Full Text OpenAlex

Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review

article Full Text OpenAlex

ImpReSS: Designing and Evaluating a Lightweight Implicit Recommender System in Conversational Support Agents

article Full Text OpenAlex

DiSCo: Making Absence Visible in Intelligent Summarization Interfaces

article Full Text OpenAlex

Explanation Driving Exploration: Aligning Conversational Recommender Systems with Users' Exploratory Information Needs

article Full Text OpenAlex

Rationalizer: Leveraging LLM to Support User Providing the Rationales Behind the Rating of Likert Scale Questionnaires

article Full Text OpenAlex

A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions

article Full Text OpenAlex

Transfer Learning for Efficient Domain Adaptation in Sequential Recommendation Systems

article Full Text OpenAlex

FedTLRec: Federated Recommendation with Transformer-based Parameter Aggregation and LoRA Compression

article Full Text OpenAlex

Privacy-preserving Sentiment Analysis using Federated Deep Learning

article Full Text OpenAlex

近5年高被引文献
Graph Neural Networks in Recommender Systems: A Survey

review Full Text OpenAlex 1078 FWCI323.416

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

article Full Text OpenAlex 613 FWCI280.8825

Proceedings of the 31st ACM International Conference on Multimedia

paratext Full Text OpenAlex 588 FWCI0

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

article Full Text OpenAlex 582 FWCI164.6188

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

article Full Text OpenAlex 581 FWCI177.7144

Contrastive Learning for Sequential Recommendation

article Full Text OpenAlex 561 FWCI78.1763

Are Graph Augmentations Necessary?

article Full Text OpenAlex 545 FWCI76.6562

A systematic review and research perspective on recommender systems

review Full Text OpenAlex 527 FWCI157.5643

Communication-efficient federated learning via knowledge distillation

article Full Text OpenAlex 506 FWCI66.1469

Recommender Systems Handbook

book Full Text OpenAlex 499 FWCI126.7253