user-item interaction

Extracting Interaction-Aware Monosemantic Concepts in Recommender Systems AAAI 2026 LLM Collaborative Filtering: User-Item Graph as New Language AAAI 2026 Reference Recommendation Based Membership Inference Attack Against Hybrid-Based Recommender Systems AAAI 2026 Revisiting Contrastive Learning in Collaborative Filtering via Parallel Graph Filters AAAI 2026 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 A Multi-modal Large Language Model with Graph-of-Thought for Effective Recommendation NAACL 2025 Balancing User-Item Structure and Interaction with Large Language Models and Optimal Transport for Multimedia Recommendation IJCAI 2025 LAGCL4Rec: When LLMs Activate Interactions Potential in Graph Contrastive Learning for Recommendation EMNLP 2025 Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation AAAI 2025 Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints AAAI 2025 Ready for You When You Are Back: Content-Driven Session-Based Recommendation for Continuity of Experience AAAI 2025 Enhancing High-order Interaction Awareness in LLM-based Recommender Model EMNLP 2024 Denoised Self-Augmented Learning for Social Recommendation IJCAI 2023 Learning Contrastive Multi-View Graphs for Recommendation (Student Abstract) AAAI 2022 MLP4Rec: A Pure MLP Architecture for Sequential Recommendations IJCAI 2022 Graph Learning based Recommender Systems: A Review IJCAI 2021 Unsupervised Extractive Summarization-Based Representations for Accurate and Explainable Collaborative Filtering ACL 2021 Memory Augmented Graph Neural Networks for Sequential Recommendation AAAI 2020 Multi-Component Graph Convolutional Collaborative Filtering AAAI 2020 Revisiting Graph Based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach AAAI 2020 Symmetric Metric Learning with Adaptive Margin for Recommendation AAAI 2020 Convolutional Neural Collaborative Filtering with Stacked Embeddings ACML 2019 Explainable Reasoning over Knowledge Graphs for Recommendation AAAI 2019 HERS: Modeling Influential Contexts with Heterogeneous Relations for Sparse and Cold-Start Recommendation AAAI 2019 Matching User with Item Set: Collaborative Bundle Recommendation with Deep Attention Network IJCAI 2019