| Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation | Dec 18, 2024 | Graph LearningMulti-modal Recommendation | CodeCode Available | 2 |
| Multi-Modal Self-Supervised Learning for Recommendation | Feb 21, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 2 |
| Bootstrap Latent Representations for Multi-modal Recommendation | Jul 13, 2022 | Multi-modal Recommendation | CodeCode Available | 2 |
| 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 |
| Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation | Aug 19, 2024 | Large Language ModelMultimodal Large Language Model | CodeCode Available | 1 |
| Towards Bridging the Cross-modal Semantic Gap for Multi-modal Recommendation | Jul 7, 2024 | cross-modal alignmentMulti-modal Recommendation | CodeCode Available | 1 |
| Online Distillation-enhanced Multi-modal Transformer for Sequential Recommendation | Aug 8, 2023 | Collaborative FilteringMulti-modal Recommendation | CodeCode Available | 1 |
| A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation | Nov 13, 2022 | DenoisingGraph structure learning | CodeCode Available | 1 |
| Self-Supervised Learning for Multimedia Recommendation | Jun 30, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering | Apr 5, 2022 | Collaborative FilteringMulti-modal Recommendation | CodeCode Available | 1 |
