# The Good, the Bad and the Ugly: Augmenting a black-box model with expert knowledge

arXiv: https://arxiv.org/abs/1907.11105 · HTML: https://mlsanity.com/paper/1907.11105/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 24 Jul 2019.

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

- [Output-Constrained Decision Trees](https://mlsanity.com/paper/2405.15314/) (2024)

## Abstract (arXiv)

We address a non-unique parameter fitting problem in the context of material science. In particular, we propose to resolve ambiguities in parameter space by augmenting a black-box artificial neural network (ANN) model with two different levels of expert knowledge and benchmark them against a pure black-box model.