| Multi-Modal Self-Supervised Learning for Recommendation | Feb 21, 2023 | Contrastive LearningData Augmentation | CodeCode Available | 2 | 5 |
| Modality-Balanced Learning for Multimedia Recommendation | Jul 26, 2024 | Collaborative Filteringcounterfactual | CodeCode Available | 1 | 5 |
| MONET: Modality-Embracing Graph Convolutional Network and Target-Aware Attention for Multimedia Recommendation | Dec 15, 2023 | Multimedia recommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| Multi-View Graph Convolutional Network for Multimedia Recommendation | Aug 7, 2023 | Multimedia recommendation | CodeCode Available | 1 | 5 |
| DualGNN: Dual Graph Neural Network for Multimedia Recommendation | Dec 24, 2021 | Graph Neural NetworkMultimedia recommendation | CodeCode Available | 1 | 5 |
| LightGT: A Light Graph Transformer for Multimedia Recommendation | Jul 18, 2023 | Collaborative FilteringMicrovideo Recommendation | CodeCode Available | 1 | 5 |
| Mining Latent Structures for Multimedia Recommendation | Apr 19, 2021 | Collaborative FilteringMultimedia recommendation | CodeCode Available | 1 | 5 |
| Self-Supervised Learning for Multimedia Recommendation | Jun 30, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 | 5 |
| Formalizing Multimedia Recommendation through Multimodal Deep Learning | Sep 11, 2023 | BenchmarkingDeep Learning | 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 |
| Latent Structure Mining with Contrastive Modality Fusion for Multimedia Recommendation | Nov 1, 2021 | Collaborative FilteringMultimedia recommendation | CodeCode Available | 1 | 5 |
| ContentWise Impressions: An Industrial Dataset with Impressions Included | Aug 3, 2020 | Multimedia recommendation | CodeCode Available | 1 | 5 |
| BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation | Jun 1, 2024 | Multimedia recommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| It is Never Too Late to Mend: Separate Learning for Multimedia Recommendation | Jun 12, 2024 | cross-modal alignmentMultimedia 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 |
| SMP Challenge: An Overview of Social Media Prediction Challenge 2019 | Oct 4, 2019 | Multimedia recommendationPrediction | —Unverified | 0 | 0 |
| Cross-Modal Content Inference and Feature Enrichment for Cold-Start Recommendation | Jul 6, 2023 | Multimedia recommendation | —Unverified | 0 | 0 |
| Food Recommendation: Framework, Existing Solutions and Challenges | May 15, 2019 | Food recommendationMultimedia recommendation | —Unverified | 0 | 0 |
| LD4MRec: Simplifying and Powering Diffusion Model for Multimedia Recommendation | Sep 27, 2023 | Multimedia recommendationRecommendation Systems | —Unverified | 0 | 0 |
| Less is More: Information Bottleneck Denoised Multimedia Recommendation | Jan 21, 2025 | Multimedia recommendation | —Unverified | 0 | 0 |
| Mining Stable Preferences: Adaptive Modality Decorrelation for Multimedia Recommendation | Jun 25, 2023 | Multimedia recommendation | —Unverified | 0 | 0 |
| Pareto Invariant Representation Learning for Multimedia Recommendation | Aug 9, 2023 | Multimedia recommendationMulti-modal Recommendation | —Unverified | 0 | 0 |
| A multimedia recommendation model based on collaborative graph | May 30, 2022 | Graph Neural Networkmodel | —Unverified | 0 | 0 |
