MMRec: Simplifying Multimodal Recommendation
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Abstract (arXiv)
This paper presents an open-source toolbox, MMRec for multimodal recommendation. MMRec simplifies and canonicalizes the process of implementing and comparing multimodal recommendation models. The objective of MMRec is to provide a unified and configurable arena that can minimize the effort in implementing and testing multimodal recommendation models. It enables multimodal models, ranging from traditional matrix factorization to modern graph-based algorithms, capable of fusing information from multiple modalities simultaneously. Our documentation, examples, and source code are available at urlhttps://github.com/enoche/MMRec.
Key facts. Cited by 17 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Feb 2023.
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Citing papers per year: 2023: 3; 2024: 3; 2025: 7; 2026: 4.
17 papers.
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- 2023Multimodal Recommender Systems: A Surveycited by 36
- 2025Graph World Modelcited by 14
- 2023LD4MRec: Simplifying and Powering Diffusion Model for Multimedia Recommendationcited by 8
- 2024GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendationcited by 8
- 2025Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendationcited by 6
- 2025Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarioscited by 4
- 2025RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendationcited by 3
- 2023COURIER: Contrastive User Intention Reconstruction for Large-Scale Visual Recommendationcited by 2
- 2025Training-free Adjustable Polynomial Graph Filtering for Ultra-fast Multimodal Recommendationcited by 2
- 2026Benchmarking Multimodal Large Language Models for Missing Modality Completion in Product Cataloguescited by 1
- 2024FaKnow: A Unified Library for Fake News Detectioncited by 0
- 2024DIM: Dynamic Integration of Multimodal Entity Linking with Large Language Modelcited by 0
5 more
- 2025EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendationcited by 0
- 2025Structural and Disentangled Adaptation of Large Vision Language Models for Multimodal Recommendationcited by 0
- 2026CAMMSR: Category-Guided Attentive Mixture of Experts for Multimodal Sequential Recommendationcited by 0
- 2026TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendationcited by 0
- 2026RecPFN: Prior-Fitted Networks for In-Context-Based Recommendationscited by 0
- 2026RecPFN: Prior-Fitted Networks for In-Context-Based Recommendations20 Aug 2026
- 2026TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation29 Apr 2026
- 2026CAMMSR: Category-Guided Attentive Mixture of Experts for Multimodal Sequential Recommendation4 Mar 2026
- 2026Benchmarking Multimodal Large Language Models for Missing Modality Completion in Product Catalogues27 Jan 2026
- 2025Structural and Disentangled Adaptation of Large Vision Language Models for Multimodal Recommendation7 Dec 2025
- 2025Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendation1 Dec 2025
- 2025EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation22 Aug 2025
- 2025Graph World Model14 Jul 2025
- 2025RAG-VisualRec: An Open Resource for Vision- and Text-Enhanced Retrieval-Augmented Generation in Recommendation25 Jun 2025
- 2025Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios23 Apr 2025
- 2025Training-free Adjustable Polynomial Graph Filtering for Ultra-fast Multimodal Recommendation6 Mar 2025
- 2024GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation17 Jul 2024
5 more
- 2024DIM: Dynamic Integration of Multimodal Entity Linking with Large Language Model27 Jun 2024
- 2024FaKnow: A Unified Library for Fake News Detection27 Jan 2024
- 2023LD4MRec: Simplifying and Powering Diffusion Model for Multimedia Recommendation27 Sep 2023
- 2023COURIER: Contrastive User Intention Reconstruction for Large-Scale Visual Recommendation8 Jun 2023
- 2023Multimodal Recommender Systems: A Survey8 Feb 2023
- 2025Graph World Modelcited by 14
- 2025Graph World Model14 Jul 2025
- 2023Multimodal Recommender Systems: A Surveycited by 36
- 2024GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendationcited by 8
- 2025Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendationcited by 6
- 2025Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarioscited by 4
- 2023COURIER: Contrastive User Intention Reconstruction for Large-Scale Visual Recommendationcited by 2
- 2025Training-free Adjustable Polynomial Graph Filtering for Ultra-fast Multimodal Recommendationcited by 2
- 2024FaKnow: A Unified Library for Fake News Detectioncited by 0
- 2024DIM: Dynamic Integration of Multimodal Entity Linking with Large Language Modelcited by 0
- 2025EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendationcited by 0
- 2026TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendationcited by 0
- 2026RecPFN: Prior-Fitted Networks for In-Context-Based Recommendationscited by 0
- 2026RecPFN: Prior-Fitted Networks for In-Context-Based Recommendations20 Aug 2026
- 2026TimeMM: Time-as-Operator Spectral Filtering for Dynamic Multimodal Recommendation29 Apr 2026
- 2025Structured Spectral Reasoning for Frequency-Adaptive Multimodal Recommendation1 Dec 2025
- 2025EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation22 Aug 2025
- 2025Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios23 Apr 2025
- 2025Training-free Adjustable Polynomial Graph Filtering for Ultra-fast Multimodal Recommendation6 Mar 2025
- 2024GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation17 Jul 2024
- 2024DIM: Dynamic Integration of Multimodal Entity Linking with Large Language Model27 Jun 2024
- 2024FaKnow: A Unified Library for Fake News Detection27 Jan 2024
- 2023COURIER: Contrastive User Intention Reconstruction for Large-Scale Visual Recommendation8 Jun 2023
- 2023Multimodal Recommender Systems: A Survey8 Feb 2023