GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation
Fuente:
arXiv
Saved in:
| Main Authors: | Lin, Guojiao, Meng, Zhen, Wang, Dongjie, Long, Qingqing, Zhou, Yuanchun, Xiao, Meng |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
BioRAG: A RAG-LLM Framework for Biological Question Reasoning
by: Wang, Chengrui, et al.
Published: (2024)
by: Wang, Chengrui, et al.
Published: (2024)
Semantic Item Graph Enhancement for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)
by: Zhang, Xiaoxiong, et al.
Published: (2025)
MDE: Modality Discrimination Enhancement for Multi-modal Recommendation
by: Zhou, Hang, et al.
Published: (2025)
by: Zhou, Hang, et al.
Published: (2025)
HGCL: Hierarchical Graph Contrastive Learning for User-Item Recommendation
by: Xue, Jiawei, et al.
Published: (2025)
by: Xue, Jiawei, et al.
Published: (2025)
Multimodal Enhancement of Sequential Recommendation
by: Sahyouni, Bucher, et al.
Published: (2026)
by: Sahyouni, Bucher, et al.
Published: (2026)
Cross-Modal Attention Network with Dual Graph Learning in Multimodal Recommendation
by: Dai, Ji, et al.
Published: (2026)
by: Dai, Ji, et al.
Published: (2026)
Fusion and Alignment Enhancement with Large Language Models for Tail-item Sequential Recommendation
by: Wei, Zhifu, et al.
Published: (2026)
by: Wei, Zhifu, et al.
Published: (2026)
UOEP: User-Oriented Exploration Policy for Enhancing Long-Term User Experiences in Recommender Systems
by: Zhang, Changshuo, et al.
Published: (2024)
by: Zhang, Changshuo, et al.
Published: (2024)
FROG: Effective Friend Recommendation in Online Games via Modality-aware User Preferences
by: Wang, Qiwei, et al.
Published: (2025)
by: Wang, Qiwei, et al.
Published: (2025)
Multimodality Invariant Learning for Multimedia-Based New Item Recommendation
by: Bai, Haoyue, et al.
Published: (2024)
by: Bai, Haoyue, et al.
Published: (2024)
ScienceDB AI: An LLM-Driven Agentic Recommender System for Large-Scale Scientific Data Sharing Services
by: Long, Qingqing, et al.
Published: (2026)
by: Long, Qingqing, et al.
Published: (2026)
EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)
by: Zhang, Xiaoxiong, et al.
Published: (2025)
MMHCL: Multi-Modal Hypergraph Contrastive Learning for Recommendation
by: Guo, Xu, et al.
Published: (2025)
by: Guo, Xu, et al.
Published: (2025)
Multi-Modal Hypergraph Enhanced LLM Learning for Recommendation
by: Guo, Xu, et al.
Published: (2025)
by: Guo, Xu, et al.
Published: (2025)
Leveraging Multimodal Data and Side Users for Diffusion Cross-Domain Recommendation
by: Zhang, Fan, et al.
Published: (2025)
by: Zhang, Fan, et al.
Published: (2025)
SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation
by: Chen, Wei, et al.
Published: (2026)
by: Chen, Wei, et al.
Published: (2026)
Temporal User Profiling with LLMs: Balancing Short-Term and Long-Term Preferences for Recommendations
by: Sabouri, Milad, et al.
Published: (2025)
by: Sabouri, Milad, et al.
Published: (2025)
MMBee: Live Streaming Gift-Sending Recommendations via Multi-Modal Fusion and Behaviour Expansion
by: Deng, Jiaxin, et al.
Published: (2024)
by: Deng, Jiaxin, et al.
Published: (2024)
Tricolore: Multi-Behavior User Profiling for Enhanced Candidate Generation in Recommender Systems
by: Zhou, Xiao, et al.
Published: (2025)
by: Zhou, Xiao, et al.
Published: (2025)
LLM-Enhanced Reinforcement Learning for Long-Term User Satisfaction in Interactive Recommendation
by: Xia, Chongjun, et al.
Published: (2026)
by: Xia, Chongjun, et al.
Published: (2026)
Hyperbolic Diffusion Recommender Model
by: Yuan, Meng, et al.
Published: (2025)
by: Yuan, Meng, et al.
Published: (2025)
User-Aware Conditional Generative Total Correlation Learning for Multi-Modal Recommendation
by: Du, Jing, et al.
Published: (2026)
by: Du, Jing, et al.
Published: (2026)
Causality Enhancement for Cross-Domain Recommendation
by: Wu, Zhibo, et al.
Published: (2025)
by: Wu, Zhibo, et al.
Published: (2025)
Efficient Sequential Recommendation for Long Term User Interest Via Personalization
by: Zhang, Qiang, et al.
Published: (2026)
by: Zhang, Qiang, et al.
Published: (2026)
Gated Multimodal Graph Learning for Personalized Recommendation
by: Liu, Sibei, et al.
Published: (2025)
by: Liu, Sibei, et al.
Published: (2025)
Sequences as Nodes for Contrastive Multimodal Graph Recommendation
by: Sahyouni, Bucher, et al.
Published: (2026)
by: Sahyouni, Bucher, et al.
Published: (2026)
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal
by: Liang, Ke, et al.
Published: (2022)
by: Liang, Ke, et al.
Published: (2022)
Disentangling ID and Modality Effects for Session-based Recommendation
by: Zhang, Xiaokun, et al.
Published: (2024)
by: Zhang, Xiaokun, et al.
Published: (2024)
GOT4Rec: Graph of Thoughts for Sequential Recommendation
by: Long, Zewen, et al.
Published: (2024)
by: Long, Zewen, et al.
Published: (2024)
RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search
by: Chen, Meng, et al.
Published: (2024)
by: Chen, Meng, et al.
Published: (2024)
Effectiveness of LLMs in Temporal User Profiling for Recommendation
by: Sabouri, Milad, et al.
Published: (2025)
by: Sabouri, Milad, et al.
Published: (2025)
Multimodal Recommender Systems: A Survey
by: Liu, Qidong, et al.
Published: (2023)
by: Liu, Qidong, et al.
Published: (2023)
Using LLMs to Capture Users' Temporal Context for Recommendation
by: Sabouri, Milad, et al.
Published: (2025)
by: Sabouri, Milad, et al.
Published: (2025)
Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios
by: Kim, Jiwan, et al.
Published: (2025)
by: Kim, Jiwan, et al.
Published: (2025)
Conf-GNNRec: Quantifying and Calibrating the Prediction Confidence for GNN-based Recommendation Methods
by: Yan, Meng, et al.
Published: (2025)
by: Yan, Meng, et al.
Published: (2025)
Versioned Late Materialization for Ultra-Long Sequence Training in Recommendation Systems at Scale
by: Guo, Liang, et al.
Published: (2026)
by: Guo, Liang, et al.
Published: (2026)
Leveraging Knowledge Graph Embedding for Effective Conversational Recommendation
by: Xia, Yunwen, et al.
Published: (2024)
by: Xia, Yunwen, et al.
Published: (2024)
Coarse-to-Fine Lightweight Meta-Embedding for ID-Based Recommendation
by: Wang, Yang, et al.
Published: (2025)
by: Wang, Yang, et al.
Published: (2025)
PersonaX: A Recommendation Agent Oriented User Modeling Framework for Long Behavior Sequence
by: Shi, Yunxiao, et al.
Published: (2025)
by: Shi, Yunxiao, et al.
Published: (2025)
Counterfactual Reciprocal Recommender Systems for User-to-User Matching
by: Kawamura, Kazuki, et al.
Published: (2025)
by: Kawamura, Kazuki, et al.
Published: (2025)
Similar Items
-
BioRAG: A RAG-LLM Framework for Biological Question Reasoning
by: Wang, Chengrui, et al.
Published: (2024) -
Semantic Item Graph Enhancement for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025) -
MDE: Modality Discrimination Enhancement for Multi-modal Recommendation
by: Zhou, Hang, et al.
Published: (2025) -
HGCL: Hierarchical Graph Contrastive Learning for User-Item Recommendation
by: Xue, Jiawei, et al.
Published: (2025) -
Multimodal Enhancement of Sequential Recommendation
by: Sahyouni, Bucher, et al.
Published: (2026)