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README.md

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- Visual search engine for 1M amazon products (MXNet + HNSW): [website](https://thomasdelteil.github.io/VisualSearch_MXNet/), [code](https://github.com/ThomasDelteil/VisualSearch_MXNet), demo by [@ThomasDelteil](https://github.com/ThomasDelteil)
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### References
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HNSW paper:
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```
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@article{malkov2018efficient,
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title={Efficient and robust approximate nearest neighbor search using hierarchical navigable small world graphs},
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author={Malkov, Yu A and Yashunin, Dmitry A},
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year={2018},
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publisher={IEEE}
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}
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```
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The update algorithm supported in this repository is to be published in "Dynamic Updates For HNSW, Hierarchical Navigable Small World Graphs" US Patent 15/929,802 by Apoorv Sharma, Abhishek Tayal and Yury Malkov.

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