Problematic machine behavior: A systematic literature review of algorithm audits

J Bandy - Proceedings of the acm on human-computer …, 2021 - dl.acm.org
While algorithm audits are growing rapidly in commonality and public importance, relatively
little scholarly work has gone toward synthesizing prior work and strategizing future research …

Evaluating verifiability in generative search engines

NF Liu, T Zhang, P Liang - arxiv preprint arxiv:2304.09848, 2023 - arxiv.org
Generative search engines directly generate responses to user queries, along with in-line
citations. A prerequisite trait of a trustworthy generative search engine is verifiability, ie …

Users choose to engage with more partisan news than they are exposed to on Google Search

RE Robertson, J Green, DJ Ruck, K Ognyanova… - Nature, 2023 - nature.com
If popular online platforms systematically expose their users to partisan and unreliable news,
they could potentially contribute to societal issues such as rising political polarization,. This …

Disproportionate removals and differing content moderation experiences for conservative, transgender, and black social media users: Marginalization and moderation …

OL Haimson, D Delmonaco, P Nie… - Proceedings of the ACM on …, 2021 - dl.acm.org
Social media sites use content moderation to attempt to cultivate safe spaces with accurate
information for their users. However, content moderation decisions may not be applied …

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 …

Measuring misinformation in video search platforms: An audit study on YouTube

E Hussein, P Juneja, T Mitra - Proceedings of the ACM on human …, 2020 - dl.acm.org
Search engines are the primary gateways of information. Yet, they do not take into account
the credibility of search results. There is a growing concern that YouTube, the second largest …

AI auditing: The broken bus on the road to AI accountability

A Birhane, R Steed, V Ojewale… - … IEEE Conference on …, 2024 - ieeexplore.ieee.org
One of the most concrete measures towards meaningful AI accountability is to
consequentially assess and report the systems' performance and impact. However, the …

Auditing YouTube's recommendation algorithm for misinformation filter bubbles

I Srba, R Moro, M Tomlein, B Pecher, J Simko… - ACM Transactions on …, 2023 - dl.acm.org
In this article, we present results of an auditing study performed over YouTube aimed at
investigating how fast a user can get into a misinformation filter bubble, but also what it takes …

Sociotechnical audits: Broadening the algorithm auditing lens to investigate targeted advertising

MS Lam, A Pandit, CH Kalicki, R Gupta… - Proceedings of the …, 2023 - dl.acm.org
Algorithm audits are powerful tools for studying black-box systems without direct knowledge
of their inner workings. While very effective in examining technical components, the method …

An audit of misinformation filter bubbles on YouTube: Bubble bursting and recent behavior changes

M Tomlein, B Pecher, J Simko, I Srba, R Moro… - Proceedings of the 15th …, 2021 - dl.acm.org
The negative effects of misinformation filter bubbles in adaptive systems have been known
to researchers for some time. Several studies investigated, most prominently on YouTube …