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###
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**[:bell: News! :bell: ]
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We have released a new [survey paper](https://arxiv.org/abs/2206.07579) based on this repository, with a new perspective of existing deep clustering methods! We are looking forward to any comments or discussions on this topic :)**
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**[2024.08] Our [survey paper](https://arxiv.org/abs/2206.07579) has been accepted by ACM Computing Surveys! We are also preparing a new benchmark codebase, providing implementations of classic methods and easy-to-use APIs for developing your own deep clustering methods!**
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**[2022.06]We have released a new [survey paper](https://arxiv.org/abs/2206.07579) based on this repository, with a new perspective of existing deep clustering methods! We are looking forward to any comments or discussions on this topic :)**
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### Data type specific deep clustering: We also provide some interesting data type specific deep clustering:
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* [Deep Graph Clustering](./graphclustering/README.md)
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### Paper List
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| Survey Paper | Conference |
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| :--------- | :------: |
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| :triangular_flag_on_post: [**A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions**](https://arxiv.org/abs/2206.07579) | arXiv 2022 |
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| :triangular_flag_on_post: [**A Comprehensive Survey on Deep Clustering: Taxonomy, Challenges, and Future Directions**](https://arxiv.org/abs/2206.07579) | ACM Computing Surveys |
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| [Deep Clustering: A Comprehensive Survey](https://arxiv.org/pdf/2210.04142.pdf) | arXiv 2022 |
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| [A Survey of Clustering With Deep Learning: From the Perspective of Network Architecture](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8412085) | IEEE ACCESS 2018 |
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| [Clustering with Deep Learning: Taxonomy and New Methods](https://arxiv.org/pdf/1801.07648.pdf) | arXiv 2018 |

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