Emergent Mind

Secure Summation: Capacity Region, Groupwise Key, and Feasibility

(2205.08458)
Published May 17, 2022 in cs.IT and math.IT

Abstract

The secure summation problem is considered, where $K$ users, each holds an input, wish to compute the sum of their inputs at a server securely, i.e., without revealing any information beyond the sum even if the server may collude with any set of up to $T$ users. First, we prove a folklore result for secure summation - to compute $1$ bit of the sum securely, each user needs to send at least $1$ bit to the server, each user needs to hold a key of at least $1$ bit, and all users need to hold collectively some key variables of at least $K-1$ bits. Next, we focus on the symmetric groupwise key setting, where every group of $G$ users share an independent key. We show that for symmetric groupwise keys with group size $G$, when $G > K-T$, the secure summation problem is not feasible; when $G \leq K-T$, to compute $1$ bit of the sum securely, each user needs to send at least $1$ bit to the server and the size of each groupwise key is at least $(K-T-1)/\binom{K-T}{G}$ bits. Finally, we relax the symmetry assumption on the groupwise keys and the colluding user sets; we allow any arbitrary group of users to share an independent key and any arbitrary group of users to collude with the server. For such a general groupwise key and colluding user setting, we show that secure summation is feasible if and only if the hypergraph, where each node is a user and each edge is a group of users sharing the same key, is connected after removing the nodes corresponding to any colluding set of users and their incident edges.

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