Lune

ICDE2026Top-tier venue

A Unified Framework for Compressed and Encrypted Text Direct Processing

Yani Liu, Feng Zhang, Yu Zhang, Siqi Ma, Elisa Bertino, Xiaoyong Du

2026Year
1Citations
1Top-tier citations

Abstract

The rapid growth of textual data calls for systems that can efficiently manage large-scale text, while the need to safeguard text privacy has become increasingly urgent. Homomorphic encryption enables computation directly on encrypted data but incurs significant ciphertext expansion and high storage and computation costs. Compression, by exploiting redundancy, reduces storage and transmission overhead, and homomorphic compression further allows direct processing without decompression. Combining these techniques offers a promising path to both privacy and efficiency. We propose Double Homomorphism, a novel theoretical framework that integrates compression and encryption to support direct processing of doubly-encoded textual data without the need for decoding. To demonstrate its practicality, we design DOHO, a text management system built upon the DH framework. DOHO supports direct modification, random access, and analysis over compressed and encrypted textual data. We evaluate DOHO using five real-world textual datasets. In the efficiency-prioritized setting, DOHO achieves up to 69.04× throughput improvement for text modification, 3.54× speedup for text analysis, and 3.75× enhancement in space efficiency compared to uncompressed solutions. In the privacyprioritized setting, DOHO outperforms state-of-the-art FHEbased methods, delivering 108.05×\mathbf{1 0 8. 0 5} \times throughput improvement for text modification, 9.69×\mathbf{9. 6 9} \times speedup for text analysis, and 12.06×\mathbf{1 2. 0 6} \times space efficiency improvement.

Ask about this paper

Ask your agent about it.

Lune has read the top-tier papers around this one, so every answer names the papers it rests on.

Questions to start from

Your agent calls

Lunesearch_papers

Ask in Lune

Free to start. No credit card required.

lune papers get fbc60601-7e41-49cb-8bad-ff5417ea9f7e

Cited by top-tier papers1

Ask how each one uses it

Related papers

Dusk over the sea between two cliffs drawn in fine vertical lines