Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs

Andrey Kofnov; Daniel Kapla; Ezio Bartocci; Efstathia Bura

2025 ICML ICML 2025

Exact Upper and Lower Bounds for the Output Distribution of Neural Networks with Random Inputs

Abstract

No abstract available. No abstract was captured for this paper when its proceedings were scraped - most often an older edition published without one online. How the corpus is built.

Authors

Andrey Kofnov, Daniel Kapla, Ezio Bartocci, Efstathia Bura

Topics

Deep Learning > Architectures > Neural Networks

Keywords

cumulative distribution function relu convolutional nns exact error guarantees piecewise twice continuously differentiable activation functions predictive output distribution

Download PDF