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20112026
most citedTraining Neural Networks is -complete

11 citations · 119 across the 41 of their papers we have counts for

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Showing cs.CCShow all

16 papers · 1 filter

cs.CC2026

Beyond Bits: An Introduction to Computation over the Reals

Tillmann Miltzow

We introduce a lightweight and accessible approach to computation over the real numbers, with the aim of clarifying both the underlying concepts and their relevance in modern resea…

cs.CC2025

Oracle Separations for RPH

Thekla Hamm, Lucas Meijer, Tillmann Miltzow +1

While theoretical computer science primarily works with discrete models of computation, like the Turing machine and the wordRAM, there are many scenarios in which introducing real…

cs.CC2024★ 3 cited

The Existential Theory of the Reals as a Complexity Class: A Compendium

Marcus Schaefer, Jean Cardinal, Tillmann Miltzow

We survey the complexity class , which captures the complexity of deciding the existential theory of the reals. The class has roots in two…

cs.CC2023

Representing Matroids over the Reals is -complete

Eun Jung Kim, Arnaud de Mesmay, Tillmann Miltzow

A matroid is an ordered pair , where is a finite set called the ground set and a collection called the independent sets which satisfy the conditions…

cs.CC2022★ 1 cited

Avoider-Enforcer Game is NP-hard

Tillmann Miltzow, Miloš Stojaković

In an Avoider-Enforcer game, we are given a hypergraph. Avoider and Enforcer alternate in claiming an unclaimed vertex, until all the vertices of the hypergraph are claimed. Enforc…

cs.CC2022★ 7 cited

Training Fully Connected Neural Networks is -Complete

Daniel Bertschinger, Christoph Hertrich, Paul Jungeblut +2

We consider the problem of finding weights and biases for a two-layer fully connected neural network to fit a given set of data points as well as possible, also known as EmpiricalR…

cs.CC2021

Geometric Embeddability of Complexes is -complete

Mikkel Abrahamsen, Linda Kleist, Tillmann Miltzow

We show that the decision problem of determining whether a given (abstract simplicial) -complex has a geometric embedding in is complete for the Existential Theory…

cs.CC2021★ 6 cited

On Classifying Continuous Constraint Satisfaction Problems

Tillmann Miltzow, Reinier F. Schmiermann

A continuous constraint satisfaction problem (CCSP) is a constraint satisfaction problem (CSP) with an interval domain . We engage in a systematic study to cl…

cs.CC2021★ 11 cited

Training Neural Networks is -complete

Mikkel Abrahamsen, Linda Kleist, Tillmann Miltzow

Given a neural network, training data, and a threshold, it was known that it is NP-hard to find weights for the neural network such that the total error is below the threshold. We…

cs.CC2019★ 6 cited

Dynamic Toolbox for ETRINV

Mikkel Abrahamsen, Tillmann Miltzow

Recently, various natural algorithmic problems have been shown to be -complete. The reduction relied in many cases on the -completeness of t…

cs.CC2019★ 8 cited

Token Swapping on Trees

Ahmad Biniaz, Kshitij Jain, Anna Lubiw +6

The input to the token swapping problem is a graph with vertices , and tokens with labels , one on each vertex. The goal is to get token…

cs.CC2018

The Complexity of Drawing a Graph in a Polygonal Region

Anna Lubiw, Tillmann Miltzow, Debajyoti Mondal

We prove that the following problem is complete for the existential theory of the reals: Given a planar graph and a polygonal region, with some vertices of the graph assigned to po…

cs.CC2016

Complexity of Token Swapping and its Variants

Édouard Bonnet, Tillmann Miltzow, Paweł Rzążewski

In the Token Swapping problem we are given a graph with a token placed on each vertex. Each token has exactly one destination vertex, and we try to move all the tokens to their des…

cs.CC2016

Approximation and Hardness for Token Swapping

Tillmann Miltzow, Lothar Narins, Yoshio Okamoto +3

Given a graph with , we place on every vertex a token . A swap is an exchange of tokens on adjacent vertices. We consider the algorithmi…

cs.CC2012★ 1 cited

Augmenting a Geometric Matching is -complete

Tillmann Miltzow

Given points in the plane, it is well-known that there always exists a perfect straight-line non-crossing matching. We show that it is -complete to decide if a partial mat…

cs.CC2011★ 1 cited

Tron, a combinatorial Game on abstract Graphs

Tillmann Miltzow

We study the combinatorial two-player game Tron. We answer the extremal question on general graphs and also consider smaller graph classes. Bodlaender and Kloks conjectured in [2]…