# Towards a Framework Combining Machine Ethics and Machine Explainability

**Authors:** Kevin Baum (Saarland University, Germany), Holger Hermanns (Saarland, University, Germany), Timo Speith (Saarland University, Germany)

arXiv: 1901.00590 · 2019-01-04

## TL;DR

This paper proposes a foundational framework that integrates machine ethics and explainability using formal argumentation theory to ensure morally constrained decision-making and transparent explanations in autonomous systems.

## Contribution

It introduces the first conceptual framework combining machine ethics and explainability through formal argumentation, addressing key desiderata for autonomous systems.

## Key findings

- Identifies key desiderata for integrating ethics and explainability.
- Proposes a formal argumentation-based approach for decision-making and explanations.
- Lays groundwork for implementing ethically constrained, explainable autonomous systems.

## Abstract

We find ourselves surrounded by a rapidly increasing number of autonomous and semi-autonomous systems. Two grand challenges arise from this development: Machine Ethics and Machine Explainability. Machine Ethics, on the one hand, is concerned with behavioral constraints for systems, so that morally acceptable, restricted behavior results; Machine Explainability, on the other hand, enables systems to explain their actions and argue for their decisions, so that human users can understand and justifiably trust them.   In this paper, we try to motivate and work towards a framework combining Machine Ethics and Machine Explainability. Starting from a toy example, we detect various desiderata of such a framework and argue why they should and how they could be incorporated in autonomous systems. Our main idea is to apply a framework of formal argumentation theory both, for decision-making under ethical constraints and for the task of generating useful explanations given only limited knowledge of the world. The result of our deliberations can be described as a first version of an ethically motivated, principle-governed framework combining Machine Ethics and Machine Explainability

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/1901.00590/full.md

## Figures

5 figures with captions in the complete paper: https://tomesphere.com/paper/1901.00590/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/1901.00590/full.md

---
Source: https://tomesphere.com/paper/1901.00590