OpenCodePapers

multi-modal-recommendation-on-amazon-sports

Recommendation SystemsMultimodal Recommendation
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PaperCodeNGCG@20ModelNameReleaseDate
Latent-Aligned Reasoning for Multimodal Recommendation0.0576LARK (LightGCN)2026-09-04
MLLMRec: A Preference Reasoning Paradigm with Graph Refinement for Multimodal Recommendation✓ Link0.0575MLLMRec2025-08-21
CM$^3$: Calibrating Multimodal Recommendation✓ Link0.0567CM32025-08-02
Latent-Aligned Reasoning for Multimodal Recommendation0.0563LARK (SASRec)2026-09-04
Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation✓ Link0.0553REARM2025-08-19
Latent-Aligned Reasoning for Multimodal Recommendation0.0548LARK (DeepFM)2026-09-04
Propagating Similarity, Mitigating Uncertainty: Similarity Propagation-enhanced Uncertainty for Multimodal Recommendation0.0539SPUMR2026-01-27
MoToRec: Sparse-Regularized Multimodal Tokenization for Cold-Start Recommendation0.0529MoToRec2026-02-11
Enhancing Multimodal Recommendations with Vision-Language Models and Information-Aware Fusion0.0528VIRAL2025-11-03
Rethinking Evidence Modeling: Context-Coupled Graph Learning for Multimodal Recommendation0.0528CC-MGRec2026-10-11
Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation✓ Link0.0511MIG-GT2024-12-18
Cross-Modal Attention Network with Dual Graph Learning in Multimodal Recommendation✓ Link0.0503CRANE2026-01-16
A Tale of Two Graphs: Freezing and Denoising Graph Structures for Multimodal Recommendation✓ Link0.0481FREEDOM2022-11-13
Self-Supervised Learning for Multimedia Recommendation✓ Link0.0450SLMRec2022-06-30
MGDCF: Distance Learning via Markov Graph Diffusion for Neural Collaborative Filtering✓ Link0.0422MGDN2022-04-05
Mining Latent Structures for Multimedia Recommendation✓ Link0.0421LATTICE2021-04-19
GRCN: Graph-Refined Convolutional Network for Multimedia Recommendation with Implicit Feedback✓ Link0.0413GRCN2021-11-03
DualGNN: Dual Graph Neural Network for Multimedia Recommendation✓ Link0.0404DualGNN2021-12-24
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation✓ Link0.0387LightGCN2020-02-06
VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback✓ Link0.0384VBPR2015-10-06
MMGCN: Multi-modal Graph Convolution Network for Personalized Recommendation of Micro-video✓ Link0.0270MMGCN2019-10-19
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