Join the club for FREE to access the whole archive and other member benefits.

Mathematics for morality: A new framework to steer AI away from unethical choices

New principle helps regulators and companies curb unethical AI decisions

03-Jul-2020

Key points from article :

Researchers from the University of Warwick, Imperial College London, EPFL, and Sciteb Ltd have developed a novel mathematical framework to prevent AI from unintentionally making unethical decisions, with the potential to safeguard businesses from costly regulatory breaches and reputational damage. As AI becomes more prominent in commercial settings—like setting insurance prices—its optimization process can sometimes favour strategies that maximize profit but are unethical, such as data misuse or discrimination. While companies ideally avoid such strategies, AI lacks a built-in moral compass and may inadvertently choose actions that harm customers or violate regulations.

The team introduced the "Unethical Optimization Principle," which outlines how certain profitable yet unethical strategies might disproportionately attract AI’s optimization algorithms. Dr. Heather Battey of Imperial College explains that the principle illustrates how AI systems can be more inclined to select unethical strategies compared to simpler, less optimized approaches. To counter this, the researchers developed a formula to identify these problematic strategies within a vast array of choices, guiding regulators and companies on how to modify AI algorithms to exclude unethical strategies.

This principle offers a practical tool for both compliance officers and regulators, helping them to scan large strategy spaces for hidden, unethical paths. According to Professor Robert MacKay from the University of Warwick, this approach can reveal potential ethical issues and help refine AI’s decision-making process to avoid these in future implementations. The study is published in Royal Society Open Science, contributing an actionable framework for AI ethics in commercial environments.

Mentioned in this article:

Click on resource name for more details.

Imperial College London (ICL)

Public research university with an international reputation for excellence in teaching and research

Royal Society Open Science

Peer-reviewed open access scientific journal published by the Royal Society

Swiss Federal Institute of Technology Lausanne (EPFL)

University that specializes in natural sciences and engineering

University of Warwick

Public research university

Topics mentioned on this page:
Artificial Intelligence (AI)
Mathematics for morality: A new framework to steer AI away from unethical choices