Aitia: Effficient Secure Computation for Bivariate Causal Discovery
Published in ACM CCS, 2024
We propose an efficient algorithm for MPC Support Vector Regression. It achieves 340 times faster runtime compared to vanilla MPC Support Vector Regression and 3.6 times faster runtime compared to Gaussian Process Regression (which is a common algorithm in Bivariate Causal Discovery).
Recommended citation: Truong Son Nguyen, Wang Lun, Evgenios Kornaropoulos, Ni Trieu (2024). "Aitia: Efficient Secure Computation for Bivariate Causal Discovery." ACM CCS 2024. 1(1).
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