| Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation | Dec 18, 2024 | Graph LearningMulti-modal Recommendation | CodeCode Available | 2 | 5 |
| Multi-Modal Self-Supervised Learning for Recommendation | Feb 21, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 2 | 5 |
| Bootstrap Latent Representations for Multi-modal Recommendation | Jul 13, 2022 | Multi-modal Recommendation | CodeCode Available | 2 | 5 |
| VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback | Oct 6, 2015 | Multi-modal RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 | 5 |
| GRCN: Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback | Nov 3, 2021 | Multimedia recommendationMulti-modal Recommendation | CodeCode Available | 1 | 5 |
| Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation | Aug 19, 2024 | Large Language ModelMultimodal Large Language Model | CodeCode Available | 1 | 5 |
| LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation | Feb 6, 2020 | Collaborative FilteringGraph Classification | CodeCode Available | 1 | 5 |
| MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering | Apr 5, 2022 | Collaborative FilteringMulti-modal Recommendation | CodeCode Available | 1 | 5 |
| Mining Latent Structures for Multimedia Recommendation | Apr 19, 2021 | Collaborative FilteringMultimedia recommendation | CodeCode Available | 1 | 5 |
| Online Distillation-enhanced Multi-modal Transformer for Sequential Recommendation | Aug 8, 2023 | Collaborative FilteringMulti-modal Recommendation | CodeCode Available | 1 | 5 |
| Self-Supervised Learning for Multimedia Recommendation | Jun 30, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided Calibration | Apr 19, 2025 | DenoisingKnowledge Distillation | CodeCode Available | 1 | 5 |
| Towards Bridging the Cross-modal Semantic Gap for Multi-modal Recommendation | Jul 7, 2024 | cross-modal alignmentMulti-modal Recommendation | CodeCode Available | 1 | 5 |
| A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation | Nov 13, 2022 | DenoisingGraph structure learning | CodeCode Available | 1 | 5 |
| UMAIR-FPS: User-aware Multi-modal Animation Illustration Recommendation Fusion with Painting Style | Feb 16, 2024 | Image GenerationMulti-modal Recommendation | CodeCode Available | 0 | 5 |
| MMGCN: Multi-modal Graph Convolution Network for Personalized Recommendation of Micro-video | Oct 19, 2019 | Microvideo RecommendationMicro-video recommendations | CodeCode Available | 0 | 5 |
| RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendation | Jun 25, 2025 | Collaborative FilteringData Augmentation | CodeCode Available | 0 | 5 |
| Multi-Modal Recommendation Unlearning for Legal, Licensing, and Modality Constraints | May 24, 2024 | Multi-modal RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| A Unified Graph Transformer for Overcoming Isolations in Multi-modal Recommendation | Jul 29, 2024 | Graph Neural NetworkMulti-modal Recommendation | —Unverified | 0 | 0 |
| Generating Negative Samples for Multi-Modal Recommendation | Jan 25, 2025 | Multi-modal RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Towards Multimodal MIR: Predicting individual differences from music-induced movement | Jul 21, 2020 | Information RetrievalMulti-modal Recommendation | —Unverified | 0 | 0 |
| Pareto Invariant Representation Learning for Multimedia Recommendation | Aug 9, 2023 | Multimedia recommendationMulti-modal Recommendation | —Unverified | 0 | 0 |
| Large Multi-modal Encoders for Recommendation | Oct 31, 2023 | Multi-modal RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou | Nov 18, 2024 | Multi-modal Recommendation | —Unverified | 0 | 0 |
