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multimodal recommendation

16 papers

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Also known as

MRS MMREC

Co-occurring keywords

graph neural network (3945) collaborative filtering (298) multimodal learning (4622) cross-modal alignment (254) sequential recommendation (115) recommender system (529) user-item interaction (29) contrastive learning (3979) representation learning (6174) product recommendation (14)

Papers

Sign-Aware Multimodal Graph Recommendation AAAI 2026
Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation AAAI 2026
DHMRec: Collaboration-Guided Multimodal Disentanglement and Hierarchical Fusion for Recommendation AAAI 2026
VBF++: Variational Bayesian Fusion with Context-Aware Priors and Recommendation-Guided Adversarial Refinement for Multimodal Video Recommendation AAAI 2026
A Multi-modal Large Language Model with Graph-of-Thought for Effective Recommendation NAACL 2025
Curriculum Conditioned Diffusion for Multimodal Recommendation AAAI 2025
Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025
STAIR: Manipulating Collaborative and Multimodal Information for E-Commerce Recommendation AAAI 2025
Harnessing Multimodal Large Language Models for Multimodal Sequential Recommendation AAAI 2025
DOGE: LLMs-Enhanced Hyper-Knowledge Graph Recommender for Multimodal Recommendation AAAI 2025
Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation AAAI 2025
MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation AAAI 2025
Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025
LGMRec: Local and Global Graph Learning for Multimodal Recommendation AAAI 2024
Multimodal Recommendation Dialog with Subjective Preference: A New Challenge and Benchmark ACL 2023
LRMM: Learning to Recommend with Missing Modalities EMNLP 2018