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
Mitigating Correlation Bias in Advertising Recommendation via Causal Modeling and Consistency-Aware Learning

article Full Text OpenAlex

Semantics-Aware Denoising: A PLM-Guided Sample Reweighting Strategy for Robust Recommendation

article Full Text OpenAlex

Intelligent Recommendation Systems Using Multi-Scale LoRA Fine-Tuning and Large Language Models

article Full Text OpenAlex

Sim4IA-Bench: A User Simulation Benchmark Suite for Next Query and Utterance Prediction

book-chapter Full Text OpenAlex

CTMR: Cohort-Aware Transformer Multi-Objective Ranker for Personalized Debiased and Diversity-Aware Product Search

article Full Text OpenAlex

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

article Full Text OpenAlex

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

article Full Text OpenAlex

Reasoning Over User Preferences: Knowledge Graph-Augmented LLMs for Explainable Conversational Recommendations

article Full Text OpenAlex

An LLM-driven context-aware recommendation system integrating NLP for enhanced social media personalization

article Full Text OpenAlex

Instructional Prompt Optimization for Few-Shot LLM-Based Recommendations on Cold-Start Users

article Full Text OpenAlex

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

review Full Text OpenAlex 1110 FWCI325.2987

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

article Full Text OpenAlex 642 FWCI282.5857

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

article Full Text OpenAlex 600 FWCI165.5549

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

article Full Text OpenAlex 597 FWCI178.5953

Contrastive Learning for Sequential Recommendation

article Full Text OpenAlex 588 FWCI77.9665

Proceedings of the 31st ACM International Conference on Multimedia

paratext Full Text OpenAlex 588 FWCI0

Are Graph Augmentations Necessary?

article Full Text OpenAlex 561 FWCI77.1355

A systematic review and research perspective on recommender systems

review Full Text OpenAlex 548 FWCI158.5034

Communication-efficient federated learning via knowledge distillation

article Full Text OpenAlex 542 FWCI67.6296

Recommender Systems Handbook

book Full Text OpenAlex 512 FWCI127.451