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- W4288388637 abstract "We investigate the problem of privacy preserving distributed matrix multiplication in edge networks using multi-party computation (MPC). Coded multi-party computation (CMPC) is an emerging approach to reduce the required number of workers in MPC by employing coded computation. Existing CMPC approaches usually combine coded computation algorithms designed for efficient matrix multiplication with MPC. We show that this approach is not efficient. We design a novel CMPC algorithm; PolyDot coded MPC (PolyDot-CMPC) by using PolyDot codes. We exploit garbage terms that naturally arise when polynomials are constructed in the design of PolyDot-CMPC to reduce the number of workers needed for privacy-preserving computation. We show that entangled polynomial codes, which are consistently better than PolyDot codes in coded computation setup, are not necessarily better than PolyDot-CMPC in MPC setting." @default.
- W4288388637 created "2022-07-29" @default.
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- W4288388637 date "2022-07-04" @default.
- W4288388637 modified "2023-10-18" @default.
- W4288388637 title "PolyDot Coded Privacy Preserving Multi-Party Computation at the Edge" @default.
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- W4288388637 doi "https://doi.org/10.1109/spawc51304.2022.9833997" @default.
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