18 research outputs found
Algebraic Geometry Codes for Secure Distributed Matrix Multiplication
In this paper, we propose a novel construction for secure distributed matrix
multiplication (SDMM) based on algebraic geometry (AG) codes. The proposed
construction is inspired by the GASP code, where so-called gaps in a certain
polynomial are utilized to achieve higher communication rates. Our construction
considers the gaps in a Weierstrass semigroup of a rational place in an
algebraic function field to achieve a similar increase in the rate. This
construction shows that there is potential in utilizing AG codes and their
subcodes in SDMM since we demonstrate a better performance compared to
state-of-the-art schemes in some parameter regimes.Comment: 14 pages, 1 figur
Efficient Recovery of a Shared Secret via Cooperation: Applications to SDMM and PIR
This work considers the problem of privately outsourcing the computation of a
matrix product over a finite field to helper servers. These
servers are considered to be honest but curious, i.e., they behave according to
the protocol but will try to deduce information about the user's data.
Furthermore, any set of up to servers is allowed to share their data.
Previous works considered this collusion a hindrance and the download cost of
the schemes increases with growing . We propose to utilize such linkage
between servers to the user's advantage by allowing servers to cooperate in the
computational task. This leads to a significant gain in the download cost for
the proposed schemes. The gain naturally comes at the cost of increased
communication load between the servers. Hence, the proposed cooperative scheme
can be understood as outsourcing both computational cost and communication
cost.
While the present work exemplifies the proposed server cooperation in the
case of a specific secure distributed matrix multiplication (SDMM) scheme, the
same idea applies to many other use cases as well. For instance, other SDMM
schemes as well as linear private information retrieval (PIR) as a special case
of SDMM are instantly covered.Comment: 10 pages, 2 figure