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PrivateInformationRetrieval.md
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## Implementations
[FastPIR](https://github.com/ishtiyaque/FastPIR) - An efficient computational private information retrieval (CPIR) library in C++
[SimplePIR](https://github.com/ahenzinger/simplepir) - One Server for the Price of Two: Simple and Fast Single-Server Private Information Retrieval
[private-search](https://github.com/exo-explore/private-search/) - Private Web Search for Local LLMs
## Academic Papers and Surveys ## Academic Papers and Surveys
[Spiral: Fast, High-Rate Single-Server PIR via FHE Composition](https://eprint.iacr.org/2022/368) [Spiral: Fast, High-Rate Single-Server PIR via FHE Composition](https://eprint.iacr.org/2022/368)
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[Private Information Retrieval with Access Control](https://dspace.mit.edu/handle/1721.1/151392) - Presents Pirac, a novel framework for access control in PIR that restricts database record access to authorized users while maintaining privacy. [Private Information Retrieval with Access Control](https://dspace.mit.edu/handle/1721.1/151392) - Presents Pirac, a novel framework for access control in PIR that restricts database record access to authorized users while maintaining privacy.
## Implementations and Technical Resources
[Stanford PIR Library](https://crypto.stanford.edu/pir-library/) - The first publicly available implementation of best-known protocols for PIR/SPIR and related problems, supporting BigInteger lists and Maps. [Stanford PIR Library](https://crypto.stanford.edu/pir-library/) - The first publicly available implementation of best-known protocols for PIR/SPIR and related problems, supporting BigInteger lists and Maps.
[One Server for the Price of Two: Simple and Fast Single-Server Private Information Retrieval](https://github.com/ahenzinger/simplepir)
[Piano: Extremely Simple, Single-Server PIR](https://www.cs.cmu.edu/~csd-phd-blog/2024/piano-private-information-retrieval/) - A 2024 article describing a simple approach to single-server Private Information Retrieval. [Piano: Extremely Simple, Single-Server PIR](https://www.cs.cmu.edu/~csd-phd-blog/2024/piano-private-information-retrieval/) - A 2024 article describing a simple approach to single-server Private Information Retrieval.
[Private Information Retrieval in Large Scale Data Repositories](https://ishtiyaque.github.io/files/VLDB_2023_Tutorial.pdf) - A tutorial addressing how clients can privately retrieve values corresponding to given keys or locations in large public data repositories[. [Private Information Retrieval in Large Scale Data Repositories](https://ishtiyaque.github.io/files/VLDB_2023_Tutorial.pdf) - A tutorial addressing how clients can privately retrieve values corresponding to given keys or locations in large public data repositories.
## Educational Resources [Private Web Search with Tiptoe](https://people.csail.mit.edu/nickolai/papers/henzinger-tiptoe.pdf)
[Private Information Retrieval Applications](https://www.restack.io/p/information-retrieval-answer-private-information-retrieval-applications-cat-ai) - Explores technical aspects and applications of PIR in the context of information retrieval, explaining key concepts like homomorphic encryption[^4].
[UMD Private Information Retrieval Resources](https://www.cs.umd.edu/~gasarch/TOPICS/pir/pir.html) - A collection of links to papers on various aspects of PIR, including information-theoretic PIR, computational PIR, and variants[
[PIR Basic Documentation](https://www.cs.umd.edu/~gasarch/TOPICS/pir/first.pdf) - Provides fundamental definitions and concepts of Private Information Retrieval schemes, including privacy requirements and reconstruction functions[.