Leveraging Discrete CKKS to Bootstrap in High Precision
Hyeongmin Choe, Jaehyung Kim, Damien Stehlé, Elias Suvanto
摘要
The CKKS fully homomorphic encryption (FHE) scheme enables computations on vectors of approximate complex numbers. A moderate precision of ≈ 20 bits often suffices but, in many applications, a higher precision is required for functionality and/or security. Indeed, to obtain IND-CPA-D security [Li-Micciancio; Eurocrypt'21], secure threshold-FHE [Asharov et al; Eurocrypt'12] and circuit privacy [Gentry; STOC'09], all known approaches require a precision that supports noise flooding. This may lead to a precision of ≈ 80 bits, or more. High-precision CKKS is hard to achieve, notably because of bootstrapping. The main difficulty is modulus consumption: every homomorphic multiplication consumes some, out of an overall modulus budget. Unfortunately, in high precision, most known bootstrapping algorithms consume so much modulus that one needs to increase the parameters to increase the budget. The state-of-the-art approach, Meta-BTS [Bae et al; CCS'22], performs moderate-precision bootstrapping several times to enable high-precision bootstrapping, with similar modulus consumption as the base bootstrapping it builds upon. It however damages latency.
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它引用的顶会 Paper15
- Efficient Multi-Key Homomorphic Encryption with Packed Ciphertexts with Application to Oblivious Neural Network InferenceHao Chen, Wei Dai, Miran Kim, Yongsoo SongCCS 2019 · 被引用 235 次
- Efficient Bootstrapping for Approximate Homomorphic Encryption with Non-sparse KeysJean-Philippe Bossuat, Christian Mouchet, Juan Ramón Troncoso-Pastoriza, Jean-Pierre HubauxEUROCRYPT 2021 · 被引用 179 次
- On the Security of Homomorphic Encryption on Approximate NumbersBaiyu Li, Daniele MicciancioEUROCRYPT 2021 · 被引用 165 次
- High-Precision Bootstrapping of RNS-CKKS Homomorphic Encryption Using Optimal Minimax Polynomial Approximation and Inverse Sine FunctionJoon-Woo Lee, Eunsang Lee, Yongwoo Lee, Young-Sik Kim 等EUROCRYPT 2021 · 被引用 110 次
- High-Precision Bootstrapping for Approximate Homomorphic Encryption by Error Variance MinimizationYongwoo Lee, Joon-Woo Lee, Young-Sik Kim, Yongjune Kim 等EUROCRYPT 2022 · 被引用 67 次
相关 Paper
- META-BTS: Bootstrapping Precision Beyond the LimitYoungjin Bae, Jung Hee Cheon, Wonhee Cho, Jaehyung Kim 等CCS 2022 · 被引用 36 次
- Improved Radix-Based Approximate Homomorphic Encryption for Large Integers via Lightweight Bootstrapped Digit CarryGyeongwon Cha, Dongjin Park, Joon-Woo LeeEUROCRYPT 2026 · 被引用 10 次
- SHIP: A Shallow and Highly Parallelizable CKKS Bootstrapping AlgorithmJung Hee Cheon, Guillaume Hanrot, Jongmin Kim, Damien StehléEUROCRYPT 2025 · 被引用 8 次
- Bootstrapping Bits with CKKSYoungjin Bae, Jung Hee Cheon, Jaehyung Kim, Damien StehléEUROCRYPT 2024 · 被引用 32 次
- Homomorphic Multiple Precision Multiplication for CKKS and Reduced Modulus ConsumptionJung Hee Cheon, Wonhee Cho, Jaehyung Kim, Damien StehléCCS 2023 · 被引用 13 次
