81 citations · 136 across the 38 of their papers we have counts for
45 papers
Linear-size sparsifiers
Victor Reis, Thomas Rothvoss
We prove that for any matrix and any there is a diagonal matrix with at most $O(\frac{n}{…
Excluding a Line Minor via Design Matrices and Column Number Bounds for the Circuit Imbalance Measure
Daniel Dadush, Friedrich Eisenbrand, Rom Pinchasi +2
For a real matrix with non-collinear columns, we show that where is the \emph{circuit imbalance measure} of . The circu…
DiscQuant: A Quantization Method for Neural Networks Inspired by Discrepancy Theory
Jerry Chee, Arturs Backurs, Rainie Heck +4
Quantizing the weights of a neural network has two steps: (1) Finding a good low bit-complexity representation for weights (which we call the quantization grid) and (2) Rounding th…
A parameterized linear formulation of the integer hull
Friedrich Eisenbrand, Thomas Rothvoss
Let be an integer matrix with components bounded by in absolute value. Cook et al.~(1986) have shown that there exists a universal matrix $B \in…
A Geometric Perspective on the Injective Norm of Sums of Random Tensors
Afonso S. Bandeira, Sivakanth Gopi, Haotian Jiang +2
Matrix concentration inequalities, intimately connected to the Non-Commutative Khintchine inequality, have been an important tool in both applied and pure mathematics. We study ten…
Forall-exist statements in pseudopolynomial time
Eleonore Bach, Friedrich Eisenbrand, Thomas Rothvoss +1
Given a convex set and an integer matrix , we consider statements of the form s.t. $Wx \leq…