RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendation
Fuente:
arXiv
Saved in:
| Main Authors: | Tourani, Ali, Nazary, Fatemeh, Deldjoo, Yashar |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems
by: Nazary, Fatemeh, et al.
Published: (2025)
by: Nazary, Fatemeh, et al.
Published: (2025)
ViLLA-MMBench: A Unified Benchmark Suite for LLM-Augmented Multimodal Movie Recommendation
by: Nazary, Fatemeh, et al.
Published: (2025)
by: Nazary, Fatemeh, et al.
Published: (2025)
A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System
by: Deldjoo, Yashar, et al.
Published: (2024)
by: Deldjoo, Yashar, et al.
Published: (2024)
Stealthy LLM-Driven Data Poisoning Attacks Against Embedding-Based Retrieval-Augmented Recommender Systems
by: Nazary, Fatemeh, et al.
Published: (2025)
by: Nazary, Fatemeh, et al.
Published: (2025)
MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning
by: Gong, Ziyu, et al.
Published: (2025)
by: Gong, Ziyu, et al.
Published: (2025)
The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems
by: Maragheh, Reza Yousefi, et al.
Published: (2025)
by: Maragheh, Reza Yousefi, et al.
Published: (2025)
Knowledge-aware Diffusion-Enhanced Multimedia Recommendation
by: Mo, Xian, et al.
Published: (2025)
by: Mo, Xian, et al.
Published: (2025)
MMSRARec: Summarization and Retrieval Augumented Sequential Recommendation Based on Multimodal Large Language Model
by: Wang, Haoyu, et al.
Published: (2025)
by: Wang, Haoyu, et al.
Published: (2025)
Understanding Biases in ChatGPT-based Recommender Systems: Provider Fairness, Temporal Stability, and Recency
by: Deldjoo, Yashar
Published: (2024)
by: Deldjoo, Yashar
Published: (2024)
Dual-Diffusional Generative Fashion Recommendation
by: Yu, Mingzhe, et al.
Published: (2026)
by: Yu, Mingzhe, et al.
Published: (2026)
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning
by: Bi, Yuxi, et al.
Published: (2025)
by: Bi, Yuxi, et al.
Published: (2025)
Multimodal Pretraining, Adaptation, and Generation for Recommendation: A Survey
by: Liu, Qijiong, et al.
Published: (2024)
by: Liu, Qijiong, et al.
Published: (2024)
Enhancing Image-Text Matching with Adaptive Feature Aggregation
by: Wang, Zuhui, et al.
Published: (2024)
by: Wang, Zuhui, et al.
Published: (2024)
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation
by: Fan, Qile, et al.
Published: (2024)
by: Fan, Qile, et al.
Published: (2024)
CM$^3$: Calibrating Multimodal Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, et al.
Published: (2025)
Agentic Personalized Fashion Recommendation in the Age of Generative AI: Challenges, Opportunities, and Evaluation
by: Deldjoo, Yashar, et al.
Published: (2025)
by: Deldjoo, Yashar, et al.
Published: (2025)
Performance Evaluation in Multimedia Retrieval
by: Sauter, Loris, et al.
Published: (2024)
by: Sauter, Loris, et al.
Published: (2024)
Balancing Semantic Relevance and Engagement in Related Video Recommendations
by: Jaspal, Amit, et al.
Published: (2025)
by: Jaspal, Amit, et al.
Published: (2025)
Attribute-driven Disentangled Representation Learning for Multimodal Recommendation
by: Li, Zhenyang, et al.
Published: (2023)
by: Li, Zhenyang, et al.
Published: (2023)
VCR: Video representation for Contextual Retrieval
by: Nir, Oron, et al.
Published: (2024)
by: Nir, Oron, et al.
Published: (2024)
OpenLifelogQA: An Open-Ended Multi-Modal Lifelog Question-Answering Dataset
by: Tran, Quang-Linh, et al.
Published: (2025)
by: Tran, Quang-Linh, et al.
Published: (2025)
Adaptive Multi-Agent Reasoning for Text-to-Video Retrieval
by: Wu, Jiaxin, et al.
Published: (2025)
by: Wu, Jiaxin, et al.
Published: (2025)
DREAM: A Dual Representation Learning Model for Multimodal Recommendation
by: Zhang, Kangning, et al.
Published: (2024)
by: Zhang, Kangning, et al.
Published: (2024)
Disentangled Graph Variational Auto-Encoder for Multimodal Recommendation with Interpretability
by: Zhou, Xin, et al.
Published: (2024)
by: Zhou, Xin, et al.
Published: (2024)
Multimodal Learned Sparse Retrieval for Image Suggestion
by: Nguyen, Thong, et al.
Published: (2024)
by: Nguyen, Thong, et al.
Published: (2024)
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System
by: Deldjoo, Yashar, et al.
Published: (2024)
by: Deldjoo, Yashar, et al.
Published: (2024)
Learning Item Representations Directly from Multimodal Features for Effective Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, et al.
Published: (2025)
A Survey on Multimodal Recommender Systems: Recent Advances and Future Directions
by: Xu, Jinfeng, et al.
Published: (2025)
by: Xu, Jinfeng, et al.
Published: (2025)
CAMMSR: Category-Guided Attentive Mixture of Experts for Multimodal Sequential Recommendation
by: Xu, Jinfeng, et al.
Published: (2026)
by: Xu, Jinfeng, et al.
Published: (2026)
Multimodal Pre-training Framework for Sequential Recommendation via Contrastive Learning
by: Zhang, Lingzi, et al.
Published: (2023)
by: Zhang, Lingzi, et al.
Published: (2023)
SemCORE: A Semantic-Enhanced Generative Cross-Modal Retrieval Framework with MLLMs
by: Li, Haoxuan, et al.
Published: (2025)
by: Li, Haoxuan, et al.
Published: (2025)
CLEAR: Null-Space Projection for Cross-Modal De-Redundancy in Multimodal Recommendation
by: Zhan, Hao, et al.
Published: (2026)
by: Zhan, Hao, et al.
Published: (2026)
Spectrum-based Modality Representation Fusion Graph Convolutional Network for Multimodal Recommendation
by: Ong, Rongqing Kenneth, et al.
Published: (2024)
by: Ong, Rongqing Kenneth, et al.
Published: (2024)
Enabling Collaborative Parametric Knowledge Calibration for Retrieval-Augmented Vision Question Answering
by: Deng, Jiaqi, et al.
Published: (2025)
by: Deng, Jiaqi, et al.
Published: (2025)
Does Multimodality Improve Recommender Systems as Expected? A Critical Analysis and Future Directions
by: Zhou, Hongyu, et al.
Published: (2025)
by: Zhou, Hongyu, et al.
Published: (2025)
Frozen LVLMs for Micro-Video Recommendation: A Systematic Study of Feature Extraction and Fusion
by: Sun, Huatuan, et al.
Published: (2025)
by: Sun, Huatuan, et al.
Published: (2025)
Multimodal Information Retrieval for Open World with Edit Distance Weak Supervision
by: Solaiman, KMA, et al.
Published: (2025)
by: Solaiman, KMA, et al.
Published: (2025)
Modality-Aware Identity Construction and Counterfactual Structure Learning for ID-Free Multimodal Recommendation
by: Ma, Hongjian, et al.
Published: (2026)
by: Ma, Hongjian, et al.
Published: (2026)
Breaking the Curse of Knowledge: Towards Effective Multimodal Recommendation using Knowledge Soft Integration
by: Ouyang, Kai, et al.
Published: (2023)
by: Ouyang, Kai, et al.
Published: (2023)
Cross-Modal Retrieval: A Systematic Review of Methods and Future Directions
by: Wang, Tianshi, et al.
Published: (2023)
by: Wang, Tianshi, et al.
Published: (2023)
Similar Items
-
Poison-RAG: Adversarial Data Poisoning Attacks on Retrieval-Augmented Generation in Recommender Systems
by: Nazary, Fatemeh, et al.
Published: (2025) -
ViLLA-MMBench: A Unified Benchmark Suite for LLM-Augmented Multimodal Movie Recommendation
by: Nazary, Fatemeh, et al.
Published: (2025) -
A Normative Framework for Benchmarking Consumer Fairness in Large Language Model Recommender System
by: Deldjoo, Yashar, et al.
Published: (2024) -
Stealthy LLM-Driven Data Poisoning Attacks Against Embedding-Based Retrieval-Augmented Recommender Systems
by: Nazary, Fatemeh, et al.
Published: (2025) -
MHier-RAG: Multi-Modal RAG for Visual-Rich Document Question-Answering via Hierarchical and Multi-Granularity Reasoning
by: Gong, Ziyu, et al.
Published: (2025)