# ReLU Code Space: A Basis for Rating Network Quality Besides Accuracy

arXiv: https://arxiv.org/abs/2005.09903 · HTML: https://mlsanity.com/paper/2005.09903/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 20 May 2020.

## Built on by (most cited first, 1 of 1)

- [CantorNet: A Sandbox for Testing Geometrical and Topological Complexity Measures](https://mlsanity.com/paper/2411.19713/) (2024)

## Abstract (arXiv)

We propose a new metric space of ReLU activation codes equipped with a truncated Hamming distance which establishes an isometry between its elements and polyhedral bodies in the input space which have recently been shown to be strongly related to safety, robustness, and confidence. This isometry allows the efficient computation of adjacency relations between the polyhedral bodies. Experiments on MNIST and CIFAR-10 indicate that information besides accuracy might be stored in the code space.