Welcome to the resource topic for 2023/1310
FHEDA: Efficient Circuit Synthesis with Reduced Bootstrapping for Torus FHE
Authors: Animesh Singh, Smita Das, Anirban Chakraborty, Rajat Sadhukhan, Ayantika Chatterjee, Debdeep MukhopadhyayAbstract:
Fully Homomorphic Encryption (FHE) is a widely used cryptographic primitive for performing arbitrary computations on encrypted data. However, FHE incorporates a computationally intensive mechanism known as “bootstrapping”, that resets the noise in the ciphertext to a lower level allowing the computation on circuits of arbitrary depth. This process can take significant time, ranging from several minutes to hours. To address the above issue, in this work, we propose an Electronic Design Automation (EDA) framework FHEDA that generates efficient Boolean representations of circuits compatible with the Torus-FHE (ASIACRYPT 2020) scheme.
To the best of our knowledge, this is the first work in the EDA domain of FHE. We integrate logic synthesis tricks and gate optimization techniques into our FHEDA framework for reducing the total number of bootstrapping operations in a Boolean circuit, which leads to a significant (up to 50%) reduction in homomorphic computation time. Our FHEDA is built upon the observation that in Torus-FHE at most one Boolean gate over fresh encryptions does not require bootstrapping. By integrating this observation with logic replacement techniques into FHEDA, we could reduce the total number of bootstrapping operations along with the circuit depth. This eventually reduces the homomorphic evaluation time of Boolean circuits. In order to verify the efficacy of our approach, we assess the performance of the proposed EDA flow on a diverse set of representative benchmarks including privacy-preserving machine learning and different symmetric key block ciphers.
Feel free to post resources that are related to this paper below.
Example resources include: implementations, explanation materials, talks, slides, links to previous discussions on other websites.
For more information, see the rules for Resource Topics .