2 papers
cs.CC2024
Complexity of Injectivity and Verification of ReLU Neural Networks
Vincent Froese, Moritz Grillo, Martin Skutella
Neural networks with ReLU activation play a key role in modern machine learning. Understanding the functions represented by ReLU networks is a major topic in current research as th…
cs.LG2023
Topological Expressivity of ReLU Neural Networks
Ekin Ergen, Moritz Grillo
We study the expressivity of ReLU neural networks in the setting of a binary classification problem from a topological perspective. Recently, empirical studies showed that neural n…