Modality Curation: Building Universal Embeddings for Advanced Multimodal Information Retrieval
Fuente:
arXiv
Saved in:
| Main Authors: | Kong, Fanheng, Zhang, Jingyuan, Liu, Yahui, Zhang, Hongzhi, Feng, Shi, Yang, Xiaocui, Wang, Daling, Tian, Yu, W., Victoria, Zhang, Fuzheng, Zhou, Guorui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos
by: Kong, Fanheng, et al.
Published: (2025)
by: Kong, Fanheng, et al.
Published: (2025)
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)
Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles
by: Wang, Zihan, et al.
Published: (2024)
by: Wang, Zihan, et al.
Published: (2024)
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)
OTCR: Optimal Transmission, Compression and Representation for Multimodal Information Extraction
by: Li, Yang, et al.
Published: (2025)
by: Li, Yang, et al.
Published: (2025)
Improving the Consistency in Cross-Lingual Cross-Modal Retrieval with 1-to-K Contrastive Learning
by: Nie, Zhijie, et al.
Published: (2024)
by: Nie, Zhijie, et al.
Published: (2024)
Agentic Mixed-Source Multi-Modal Misinformation Detection with Adaptive Test-Time Scaling
by: Jiang, Wei, et al.
Published: (2026)
by: Jiang, Wei, 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)
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)
Multimodal Learned Sparse Retrieval for Image Suggestion
by: Nguyen, Thong, et al.
Published: (2024)
by: Nguyen, Thong, 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)
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)
DREAM: A Dual Representation Learning Model for Multimodal Recommendation
by: Zhang, Kangning, et al.
Published: (2024)
by: Zhang, Kangning, et al.
Published: (2024)
Music4All A+A: A Multimodal Dataset for Music Information Retrieval Tasks
by: Geiger, Jonas, et al.
Published: (2025)
by: Geiger, Jonas, 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)
MCA: Modality Composition Awareness for Robust Composed Multimodal Retrieval
by: Wu, Qiyu, et al.
Published: (2025)
by: Wu, Qiyu, 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)
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)
Learning Item Representations Directly from Multimodal Features for Effective Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, et al.
Published: (2025)
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)
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)
U-Sticker: A Large-Scale Multi-Domain User Sticker Dataset for Retrieval and Personalization
by: Chee, Heng Er Metilda, et al.
Published: (2025)
by: Chee, Heng Er Metilda, et al.
Published: (2025)
PianoBind: A Multimodal Joint Embedding Model for Pop-piano Music
by: Bang, Hayeon, et al.
Published: (2025)
by: Bang, Hayeon, 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)
MM-InstructEval: Zero-Shot Evaluation of (Multimodal) Large Language Models on Multimodal Reasoning Tasks
by: Yang, Xiaocui, et al.
Published: (2024)
by: Yang, Xiaocui, et al.
Published: (2024)
Cross-Modal Retrieval with Cauchy-Schwarz Divergence
by: Zhang, Jiahao, et al.
Published: (2025)
by: Zhang, Jiahao, et al.
Published: (2025)
A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios
by: Ganhör, Christian, et al.
Published: (2024)
by: Ganhör, Christian, et al.
Published: (2024)
Personalized Image Generation with Large Multimodal Models
by: Xu, Yiyan, et al.
Published: (2024)
by: Xu, Yiyan, et al.
Published: (2024)
From Swath to Full-Disc: Advancing Precipitation Retrieval with Multimodal Knowledge Expansion
by: Wang, Zheng, et al.
Published: (2025)
by: Wang, Zheng, et al.
Published: (2025)
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)
Performance Evaluation in Multimedia Retrieval
by: Sauter, Loris, et al.
Published: (2024)
by: Sauter, Loris, et al.
Published: (2024)
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education
by: Jia, Yanhao, et al.
Published: (2025)
by: Jia, Yanhao, et al.
Published: (2025)
VCR: Video representation for Contextual Retrieval
by: Nir, Oron, et al.
Published: (2024)
by: Nir, Oron, et al.
Published: (2024)
A Survey of Multimodal Composite Editing and Retrieval
by: Li, Suyan, et al.
Published: (2024)
by: Li, Suyan, et al.
Published: (2024)
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)
MIRe: Enhancing Multimodal Queries Representation via Fusion-Free Modality Interaction for Multimodal Retrieval
by: Ju, Yeong-Joon, et al.
Published: (2024)
by: Ju, Yeong-Joon, et al.
Published: (2024)
CM$^3$: Calibrating Multimodal Recommendation
by: Zhou, Xin, et al.
Published: (2025)
by: Zhou, Xin, et al.
Published: (2025)
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)
Semantic Item Graph Enhancement for Multimodal Recommendation
by: Zhang, Xiaoxiong, et al.
Published: (2025)
by: Zhang, Xiaoxiong, et al.
Published: (2025)
Similar Items
-
TUNA: Comprehensive Fine-grained Temporal Understanding Evaluation on Dense Dynamic Videos
by: Kong, Fanheng, et al.
Published: (2025) -
Cross-Modal Retrieval: A Systematic Review of Methods and Future Directions
by: Wang, Tianshi, et al.
Published: (2023) -
Muse: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles
by: Wang, Zihan, et al.
Published: (2024) -
Modality-Aware Identity Construction and Counterfactual Structure Learning for ID-Free Multimodal Recommendation
by: Ma, Hongjian, et al.
Published: (2026) -
OTCR: Optimal Transmission, Compression and Representation for Multimodal Information Extraction
by: Li, Yang, et al.
Published: (2025)