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fajieyuan / MultimodalRecSys

A curated list of awesome resources about multimodal recommender systems.

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Multimodal Recommender Systems

A curated list of awesome multimodal recommendation resources (code first: messy code is better than no code). Please contact us if your work is not in the list.
- Last updated: 2023/01/20 (MM'22 Partially Updated)

  • ❓ 作者未回应提供源代码请求。如大家有相关源代码或可以复现，请联系我。
  • ❌ 不可复现
  • ❤️ 希望大家一起把 多模态推荐 这个领域做扎实！
@inproceedings{zhou2023bootstrap,
author = {Zhou, Xin and Zhou, Hongyu and Liu, Yong and Zeng, Zhiwei and Miao, Chunyan and Wang, Pengwei and You, Yuan and Jiang, Feijun},
title = {Bootstrap Latent Representations for Multi-Modal Recommendation},
booktitle = {Proceedings of the ACM Web Conference 2023},
pages = {845–854},
year = {2023}
}

@article{zhou2023comprehensive,
      title={A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions}, 
      author={Hongyu Zhou and Xin Zhou and Zhiwei Zeng and Lingzi Zhang and Zhiqi Shen},
      year={2023},
      journal={arXiv preprint arXiv:2302.04473},
}

A Unified Multimodal Recommendation Framework, $\text{MMRec}$, which currently integrates:

  • 10+ multimodal models
  • Various general CF models

Survey

Table of Contents

General

Modality-specific Recommendation

Text-based Recommendation

Review-based

Title, abstract, tag

Image-based Recommendation

Public Datasets (Link verified ✔️)

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A curated list of awesome resources about multimodal recommender systems.

License:GNU General Public License v3.0