In this paper, we develop machinery which makes it much easier to prove sum of squares lower bounds when the problem is symmetric under permutations of [1,n] and the unsatisfiability of our problem comes from integrality arguments, i.e. arguments that an expression must be an integer. Roughly speaking, to prove SOS lower bounds with our machinery it is sufficient to verify that the answer to the following three questions is yes: 1) Are there natural pseudo-expectation values for the problem? 2) Are these pseudo-expectation values rational functions of the problem parameters? 3) Are there sufficiently many values of the parameters for which these pseudo-expectation values correspond to the actual expected values over a distribution of sol...
The Sum of Squares (SOS) algorithm (Parrilo, Lasserre) is a powerful convex programming hierarchy th...
Abstract. In order to obtain the best-known guarantees, algorithms are traditionally tailored to the...
Given a large data matrix A ∈ Rn×n, we consider the problem of determining whether its entries are i...
In this paper, we construct general machinery for proving Sum-of-Squares lower bounds on certificati...
The Sum Of Squares hierarchy is one of the most powerful tools we know of for solving combinatorial ...
We study how well functions over the boolean hypercube of the form $f_k(x)=(|x|-k)(|x|-k-1)$ can be...
We prove lower bounds for the Minimum Circuit Size Problem (MCSP) in the Sum-of-Squares (SoS) proof ...
We show that if a system of degree-k polynomial constraints on n Boolean variables has a Sums-of-Squ...
We give two results concerning the power of the Sum-Of-Squares(SoS)/Lasserre hierarchy. For binary p...
The sum of squares (SoS) hierarchy gives an automatized technique to create a family of increasingly...
We study how well functions over the boolean hypercube of the form f_k(x)=(|x|-k)(|x|-k-1) can be ap...
© 2019 Society for Industrial and Applied Mathematics We prove that with high probability over the c...
We introduce a method for proving bounds on the SoS rank based on Boolean Function Analysis and Appr...
Convex relaxations are a central tool in modern algorithm design, but mathematically analyzingthe pe...
It has often been claimed in recent papers that one can find a degree d Sum-of-Squares proof if one ...
The Sum of Squares (SOS) algorithm (Parrilo, Lasserre) is a powerful convex programming hierarchy th...
Abstract. In order to obtain the best-known guarantees, algorithms are traditionally tailored to the...
Given a large data matrix A ∈ Rn×n, we consider the problem of determining whether its entries are i...
In this paper, we construct general machinery for proving Sum-of-Squares lower bounds on certificati...
The Sum Of Squares hierarchy is one of the most powerful tools we know of for solving combinatorial ...
We study how well functions over the boolean hypercube of the form $f_k(x)=(|x|-k)(|x|-k-1)$ can be...
We prove lower bounds for the Minimum Circuit Size Problem (MCSP) in the Sum-of-Squares (SoS) proof ...
We show that if a system of degree-k polynomial constraints on n Boolean variables has a Sums-of-Squ...
We give two results concerning the power of the Sum-Of-Squares(SoS)/Lasserre hierarchy. For binary p...
The sum of squares (SoS) hierarchy gives an automatized technique to create a family of increasingly...
We study how well functions over the boolean hypercube of the form f_k(x)=(|x|-k)(|x|-k-1) can be ap...
© 2019 Society for Industrial and Applied Mathematics We prove that with high probability over the c...
We introduce a method for proving bounds on the SoS rank based on Boolean Function Analysis and Appr...
Convex relaxations are a central tool in modern algorithm design, but mathematically analyzingthe pe...
It has often been claimed in recent papers that one can find a degree d Sum-of-Squares proof if one ...
The Sum of Squares (SOS) algorithm (Parrilo, Lasserre) is a powerful convex programming hierarchy th...
Abstract. In order to obtain the best-known guarantees, algorithms are traditionally tailored to the...
Given a large data matrix A ∈ Rn×n, we consider the problem of determining whether its entries are i...