Filling gaps in trustworthy development of AI

12/14/2021
by   Shahar Avin, et al.
7

The range of application of artificial intelligence (AI) is vast, as is the potential for harm. Growing awareness of potential risks from AI systems has spurred action to address those risks, while eroding confidence in AI systems and the organizations that develop them. A 2019 study found over 80 organizations that published and adopted "AI ethics principles”, and more have joined since. But the principles often leave a gap between the "what" and the "how" of trustworthy AI development. Such gaps have enabled questionable or ethically dubious behavior, which casts doubts on the trustworthiness of specific organizations, and the field more broadly. There is thus an urgent need for concrete methods that both enable AI developers to prevent harm and allow them to demonstrate their trustworthiness through verifiable behavior. Below, we explore mechanisms (drawn from arXiv:2004.07213) for creating an ecosystem where AI developers can earn trust - if they are trustworthy. Better assessment of developer trustworthiness could inform user choice, employee actions, investment decisions, legal recourse, and emerging governance regimes.

READ FULL TEXT
research
06/01/2022

Putting AI Ethics into Practice: The Hourglass Model of Organizational AI Governance

The organizational use of artificial intelligence (AI) has rapidly sprea...
research
11/15/2018

Economics of Human-AI Ecosystem: Value Bias and Lost Utility in Multi-Dimensional Gaps

In recent years, artificial intelligence (AI) decision-making and autono...
research
06/23/2022

Never trust, always verify : a roadmap for Trustworthy AI?

Artificial Intelligence (AI) is becoming the corner stone of many system...
research
11/03/2022

Liability regimes in the age of AI: a use-case driven analysis of the burden of proof

New emerging technologies powered by Artificial Intelligence (AI) have t...
research
04/14/2023

How to design an AI ethics board

Organizations that develop and deploy artificial intelligence (AI) syste...
research
07/29/2020

Enhanced well-being assessment as basis for the practical implementation of ethical and rights-based normative principles for AI

Artificial Intelligence (AI) has an increasing impact on all areas of pe...
research
04/15/2020

Toward Trustworthy AI Development: Mechanisms for Supporting Verifiable Claims

With the recent wave of progress in artificial intelligence (AI) has com...

Please sign up or login with your details

Forgot password? Click here to reset