From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Guohao, Jing, Li, Wu, Jia, Li, Xuefei, Zhu, Kai, He, Yue |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
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)
Beyond Static Collision Handling: Adaptive Semantic ID Learning for Multimodal Recommendation at Industrial Scale
by: Pan, Yongsen, et al.
Published: (2026)
by: Pan, Yongsen, 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)
Learning Item Representations Directly from Multimodal Features for Effective Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, 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)
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 Pretraining, Adaptation, and Generation for Recommendation: A Survey
by: Liu, Qijiong, et al.
Published: (2024)
by: Liu, Qijiong, et al.
Published: (2024)
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)
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)
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)
CM$^3$: Calibrating Multimodal Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, 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 Pre-training Framework for Sequential Recommendation via Contrastive Learning
by: Zhang, Lingzi, et al.
Published: (2023)
by: Zhang, Lingzi, et al.
Published: (2023)
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)
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)
HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression
by: Zhang, Chen, et al.
Published: (2025)
by: Zhang, Chen, et al.
Published: (2025)
Dual-Diffusional Generative Fashion Recommendation
by: Yu, Mingzhe, et al.
Published: (2026)
by: Yu, Mingzhe, et al.
Published: (2026)
Multimodal Graph Neural Network for Recommendation with Dynamic De-redundancy and Modality-Guided Feature De-noisy
by: Mo, Feng, et al.
Published: (2024)
by: Mo, Feng, et al.
Published: (2024)
Don't Lose Yourself: Boosting Multimodal Recommendation via Reducing Node-neighbor Discrepancy in Graph Convolutional Network
by: Chen, Zheyu, et al.
Published: (2024)
by: Chen, Zheyu, et al.
Published: (2024)
OTCR: Optimal Transmission, Compression and Representation for Multimodal Information Extraction
by: Li, Yang, et al.
Published: (2025)
by: Li, Yang, 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)
Semantic Item Graph Enhancement for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)
by: Zhang, Xiaoxiong, et al.
Published: (2025)
Learning ID-free Item Representation with Token Crossing for Multimodal Recommendation
by: Zhang, Kangning, et al.
Published: (2024)
by: Zhang, Kangning, et al.
Published: (2024)
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)
The 2nd EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval
by: Fu, Junchen, et al.
Published: (2026)
by: Fu, Junchen, et al.
Published: (2026)
Knowledge-aware Diffusion-Enhanced Multimedia Recommendation
by: Mo, Xian, et al.
Published: (2025)
by: Mo, Xian, et al.
Published: (2025)
Balancing Semantic Relevance and Engagement in Related Video Recommendations
by: Jaspal, Amit, et al.
Published: (2025)
by: Jaspal, Amit, et al.
Published: (2025)
MMRec: Simplifying Multimodal Recommendation
by: Zhou, Xin
Published: (2023)
by: Zhou, Xin
Published: (2023)
BeFA: A General Behavior-driven Feature Adapter for Multimedia Recommendation
by: Fan, Qile, et al.
Published: (2024)
by: Fan, Qile, 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)
FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference Optimization
by: Yu, Mingzhe, et al.
Published: (2025)
by: Yu, Mingzhe, et al.
Published: (2025)
RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendation
by: Tourani, Ali, et al.
Published: (2025)
by: Tourani, Ali, et al.
Published: (2025)
PREMISE: Matching-based Prediction for Accurate Review Recommendation
by: Han, Wei, et al.
Published: (2025)
by: Han, Wei, et al.
Published: (2025)
Socially Aware Music Recommendation: A Multi-Modal Graph Neural Networks for Collaborative Music Consumption and Community-Based Engagement
by: Ziaoddini, Kajwan
Published: (2025)
by: Ziaoddini, Kajwan
Published: (2025)
ID-centric Pre-training for Recommendation
by: Wu, Yiqing, et al.
Published: (2024)
by: Wu, Yiqing, et al.
Published: (2024)
Break the ID-Language Barrier: An Adaption Framework for LLM-based Sequential Recommendation
by: Yu, Xiaohan, et al.
Published: (2024)
by: Yu, Xiaohan, et al.
Published: (2024)
RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation
by: Yu, Xiaohan, et al.
Published: (2024)
by: Yu, Xiaohan, et al.
Published: (2024)
Multimodal Music Recommendation System using LLMs
by: Kandagatla, Srikar Prabhas, et al.
Published: (2026)
by: Kandagatla, Srikar Prabhas, et al.
Published: (2026)
Leveraging Weak Cross-Modal Guidance for Coherence Modelling via Iterative Learning
by: Bin, Yi, et al.
Published: (2024)
by: Bin, Yi, et al.
Published: (2024)
Similar Items
-
Modality-Aware Identity Construction and Counterfactual Structure Learning for ID-Free Multimodal Recommendation
by: Ma, Hongjian, et al.
Published: (2026) -
Beyond Static Collision Handling: Adaptive Semantic ID Learning for Multimodal Recommendation at Industrial Scale
by: Pan, Yongsen, et al.
Published: (2026) -
Breaking the Curse of Knowledge: Towards Effective Multimodal Recommendation using Knowledge Soft Integration
by: Ouyang, Kai, et al.
Published: (2023) -
Learning Item Representations Directly from Multimodal Features for Effective Recommendation
by: Zhou, Xin, et al.
Published: (2025) -
Attribute-driven Disentangled Representation Learning for Multimodal Recommendation
by: Li, Zhenyang, et al.
Published: (2023)