Training Fully Connected Neural Networks is -Complete
D Bertschinger, C Hertrich… - Advances in …, 2024 - proceedings.neurips.cc
We consider the algorithmic problem of finding the optimal weights and biases for a two-
layer fully connected neural network to fit a given set of data points, also known as empirical …
layer fully connected neural network to fit a given set of data points, also known as empirical …
On classifying continuous constraint satisfaction problems
T Miltzow, RF Schmiermann - TheoretiCS, 2024 - theoretics.episciences.org
A continuous constraint satisfaction problem (CCSP) is a constraint satisfaction problem
(CSP) with the real numbers as domain. We engage in a systematic study to classify CCSPs …
(CSP) with the real numbers as domain. We engage in a systematic study to classify CCSPs …
The existential theory of the reals as a complexity class: A compendium
We survey the complexity class $\exists\mathbb {R} $, which captures the complexity of
deciding the existential theory of the reals. The class $\exists\mathbb {R} $ has roots in two …
deciding the existential theory of the reals. The class $\exists\mathbb {R} $ has roots in two …
[PDF][PDF] Complexity of graph drawing problems in relation to the existential theory of the reals
N Bieker - 2020 - i11www.iti.kit.edu
Abstract The Existential Theory of the Reals consists of true sentences of formulas of
polynomial equations and inequalities over real variables that are existentially quantified …
polynomial equations and inequalities over real variables that are existentially quantified …
[PDF][PDF] Capturing the Computational Complexity of Geometric Problems by the First-Order Theory of the Reals
P Jungeblut - 2024 - scholar.archive.org
In this thesis, we explore a young branch of computational complexity that deals with
problems whose solutions consist of real numbers subject to a given set of polynomial …
problems whose solutions consist of real numbers subject to a given set of polynomial …
[PDF][PDF] Defining the Discrete Real Polynomial Hierarchy with Oracle Machines
I Minkin - 2024 - i11www.iti.kit.edu
The importance of the recently introduced complexity class∃ R has increased significantly
because of its relevance in computational geometry. The discrete real polynomial hierarchy …
because of its relevance in computational geometry. The discrete real polynomial hierarchy …