Trustworthy AI: From principles to practices

B Li, P Qi, B Liu, S Di, J Liu, J Pei, J Yi… - ACM Computing Surveys, 2023 - dl.acm.org
The rapid development of Artificial Intelligence (AI) technology has enabled the deployment
of various systems based on it. However, many current AI systems are found vulnerable to …

Ethics-based AI auditing: A systematic literature review on conceptualizations of ethical principles and knowledge contributions to stakeholders

J Laine, M Minkkinen, M Mäntymäki - Information & Management, 2024 - Elsevier
This systematic literature review synthesizes the conceptualizations of ethical principles in AI
auditing literature and the knowledge contributions to the stakeholders of AI auditing. We …

The fallacy of AI functionality

ID Raji, IE Kumar, A Horowitz, A Selbst - … of the 2022 ACM Conference on …, 2022 - dl.acm.org
Deployed AI systems often do not work. They can be constructed haphazardly, deployed
indiscriminately, and promoted deceptively. However, despite this reality, scholars, the …

On the opportunities and risks of foundation models

R Bommasani, DA Hudson, E Adeli, R Altman… - arxiv preprint arxiv …, 2021 - arxiv.org
AI is undergoing a paradigm shift with the rise of models (eg, BERT, DALL-E, GPT-3) that are
trained on broad data at scale and are adaptable to a wide range of downstream tasks. We …

Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem

S Costanza-Chock, ID Raji, J Buolamwini - Proceedings of the 2022 …, 2022 - dl.acm.org
Algorithmic audits (or 'AI audits') are an increasingly popular mechanism for algorithmic
accountability; however, they remain poorly defined. Without a clear understanding of audit …

Auditing algorithms: Understanding algorithmic systems from the outside in

D Metaxa, JS Park, RE Robertson… - … and Trends® in …, 2021 - nowpublishers.com
Algorithms are ubiquitous and critical sources of information online, increasingly acting as
gatekeepers for users accessing or sharing information about virtually any topic, including …

[LIBRO][B] More than a glitch: Confronting race, gender, and ability bias in tech

M Broussard - 2023 - books.google.com
When technology reinforces inequality, it's not just a glitch—it'sa signal that we need to
redesign our systems to create a more equitable world. The word “glitch” implies an …

Outsider oversight: Designing a third party audit ecosystem for ai governance

ID Raji, P Xu, C Honigsberg, D Ho - Proceedings of the 2022 AAAI/ACM …, 2022 - dl.acm.org
Much attention has focused on algorithmic audits and impact assessments to hold
developers and users of algorithmic systems accountable. But existing algorithmic …

Auditing for discrimination in algorithms delivering job ads

B Imana, A Korolova, J Heidemann - Proceedings of the web conference …, 2021 - dl.acm.org
Ad platforms such as Facebook, Google and LinkedIn promise value for advertisers through
their targeted advertising. However, multiple studies have shown that ad delivery on such …

Designing fair AI in human resource management: Understanding tensions surrounding algorithmic evaluation and envisioning stakeholder-centered solutions

H Park, D Ahn, K Hosanagar, J Lee - … of the 2022 CHI conference on …, 2022 - dl.acm.org
Enterprises have recently adopted AI to human resource management (HRM) to evaluate
employees' work performance evaluation. However, in such an HRM context where multiple …