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Toward a Practical Multi-party Private Set Union

Published in PETS 2024, 2023

We proposed a framework for practically securely compute the union of multiple parties.

Recommended citation: Jiahui Gao, Truong Son Nguyen, Ni Trieu. (2024). "Toward a Practical Multi-party Private Set Union." PETS 2024
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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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Aitia: Efficient Secure Computation for Bivariate Causal Discovery

Published: August 18, 2024

This talk is about our paper with the same name. It’s about how we design the algorithm for secure SVR, leading to an efficient secure bivariate causal discovery.

Teaching experience 1

Undergraduate course, University 1, Department, 2014

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Teaching experience 2

Workshop, University 1, Department, 2015

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