In this work, we consider private monomial computation (PMC) for replicated noncolluding
databases. In PMC, a user wishes to privately retrieve an arbitrary multivariate monomial …

We consider the problem of private computation (PC) in a distributed storage system. In such
a setting a user wishes to compute a function of f messages replicated across n …

We consider the problem of private multiple linear computation (PMLC) over a replicated
storage system with colluding and unresponsive constraints. In this scenario, the user …

We consider private polynomial computation (PPC) over noncolluding coded databases. In
such a setting a user wishes to compute a multivariate polynomial of degree at most g over f …

This paper considers the problem of single-server Private Computation (PC) in the presence
of Side Information (SI). In this problem, there is a server that stores K iid messages, and a …

Private computation in a distributed storage system (DSS) is a generalization of the private
information retrieval (PIR) problem. In such setting a user wishes to compute a function of $ f …

This paper considers the problem of multi-server Private Linear Computation, under the joint
and individual privacy guarantees. In this problem, identical copies of a dataset comprised of …

In this paper, we introduce the problem of private sequential function computation, where a
user wishes to compute a composition of a sequence of K linear functions, in a specific …

We study the role of randomness in multiparty private computations. In particular, we give
several results that prove the existence of a randomness-rounds tradeoff in multiparty private …

Performing computations while maintaining privacy is an important problem in todays
distributed machine learning solutions. Consider the following two set ups between a client …