Eurocrypt 2026
Two-Server Private Information Retrieval in Sublinear Time and Quasilinear Space
Alexandra Henzinger
MIT
Seyoon Ragavan
MIT
Keywords: private information retrieval, two-server PIR, sublinear time, quasilinear space, preprocessing
Abstract
We build two-server private information retrieval (PIR) that achieves information-theoretic security and strong double-efficiency guarantees. On a database of $n > 10^6$ bits, the servers store a preprocessed data structure of size $1.5 \sqrt{\log_2 n} \cdot n$ bits and then answer each PIR query by probing $12 \cdot n^{0.82}$ bits in this data structure. To our knowledge, this is the first information-theoretic PIR with any constant number of servers that has quasilinear server storage $n^{1+o(1)}$ and polynomially sublinear server time $n^{1-\Omega(1)}$.
Our work builds on the PIR-with-preprocessing protocol of Beimel, Ishai, and Malkin (CRYPTO 2000). The insight driving our improvement is a compact data structure for evaluating a multivariate polynomial and its derivatives. Our data structure and PIR protocol leverage the fact that Hasse derivatives can be efficiently computed on-the-fly by taking finite differences between the polynomial's evaluations. We further extend our techniques to improve the state-of-the-art in PIR with three or more servers, building on recent work by Ghoshal, Li, Ma, Dai, and Shi (TCC 2025).
On an 11~GB database with 1-byte records, our two-server PIR encodes the database into a 1~TB data structure---which is 4,500,000x smaller than that of prior two-server PIR-with-preprocessing schemes, while maintaining the same communication and time per query. To answer a PIR query, the servers fetch and send back 4.4 MB from this data structure, requiring 2,560x fewer memory accesses than linear-time PIR. The main limitation of our protocol is its large communication complexity, which we show how to shrink to $n^{0.31} \cdot \poly(\lambda)$ using compact linearly homomorphic encryption.
Publication
EUROCRYPT 2026, LNCS 16545
PaperArtifact
Artifact number
eurocrypt/2026/a5
Artifact published
July 25, 2026
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🏆 IACR EUROCRYPT Results Reproduced
License
This work is licensed under the MIT License.
Note that license information is supplied by the authors and has not been confirmed by the IACR.
BibTeX How to cite
Alexandra Henzinger and Seyoon Ragavan. (2026). Two-Server Private Information Retrieval in Sublinear Time and Quasilinear Space. In Advances in Cryptology – EUROCRYPT 2026, Lecture Notes in Computer Science vol. 16545, pp. 64–94, Springer. https://doi.org/10.1007/978-3-032-25330-9_3. Artifact at https://artifacts.iacr.org/eurocrypt/2026/a5.