OpenCodePapers

multi-modal-recommendation-on-amazon-clothing

Recommendation SystemsMultimodal Recommendation
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PaperCodeNDCG@20ModelNameReleaseDate
Enhancing Multimodal Recommendations with Vision-Language Models and Information-Aware Fusion0.0462VIRAL2025-11-03
Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation✓ Link0.0454REARM2025-08-19
Rethinking Evidence Modeling: Context-Coupled Graph Learning for Multimodal Recommendation0.0439CC-MGRec2026-10-11
Cross-Modal Attention Network with Dual Graph Learning in Multimodal Recommendation✓ Link0.0431CRANE2026-01-16
Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation✓ Link0.0422MIG-GT2024-12-18
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation✓ Link0.0416FREEDOM2022-11-13
Mining Latent Structures for Multimedia Recommendation✓ Link0.0330LATTICE2021-04-19
DualGNN: Dual Graph Neural Network for Multimedia Recommendation✓ Link0.0298DualGNN2021-12-24
Self-Supervised Learning for Multimedia Recommendation✓ Link0.0296SLMRec2022-06-30
GRCN: Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback✓ Link0.0284GRCN2021-11-03
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering✓ Link0.0247MGDN2022-04-05
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation✓ Link0.0243LightGCN2020-02-06
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback✓ Link0.0192VBPR2015-10-06
MMGCN: Multi-modal Graph Convolution Network for Personalized Recommendation of Micro-video✓ Link0.0154MMGCN2019-10-19
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