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A curated list of awesome works related to high dimensional structure/vector search & database

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🔍 Awesome Vector Database Awesome

A curated list of awesome works related to high dimensional structure/vector search & database

Services

Comparisons

Libraries & Engines

Multidimensional data / Vectors

Texts

Others

  • SimSIMD: Efficient Alternative to scipy.spatial.distance and numpy.inner

Benchmarks & Databases

📚 Books

Conferences & Workshops

Courses

Others

  • VectorHub: a free, open-source learning website for people (software developers to senior ML architects) interested in adding vector retrieval to their ML stack.

Publications

Survey

  • ⭐ Pan, James Jie, Jianguo Wang, and Guoliang Li. "Survey of Vector Database Management Systems." arXiv preprint arXiv:2310.14021 (2023). [Paper]
  • Aumüller, Martin, and Matteo Ceccarello. "Recent Approaches and Trends in Approximate Nearest Neighbor Search." {IEEE} Data Engineering Bulletin (2023).
  • Nearest neighbor search: the old, the new, and the impossible. Andoni, Alexandr. [Paper]

Quantization

Source: A survey of product quantization.

Graph-based Methods

🎄Tree-based Methods

Hashing

Other Approaches

Systems

Others

📈 Evaluation & Metrics

  • Which BM25 do you mean? A large-scale reproducibility study of scoring variants. Kamphuis, Chris, Arjen P. de Vries, Leonid Boytsov, and Jimmy Lin [Paper]

📰 Articles & Talks

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