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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 …
little scholarly work has gone toward synthesizing prior work and strategizing future research …
Evaluating verifiability in generative search engines
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 …
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
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 …
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 …
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 …
information for their users. However, content moderation decisions may not be applied …
Auditing algorithms: Understanding algorithmic systems from the outside in
Algorithms are ubiquitous and critical sources of information online, increasingly acting as
gatekeepers for users accessing or sharing information about virtually any topic, including …
gatekeepers for users accessing or sharing information about virtually any topic, including …
Measuring misinformation in video search platforms: An audit study on YouTube
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 …
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
One of the most concrete measures towards meaningful AI accountability is to
consequentially assess and report the systems' performance and impact. However, the …
consequentially assess and report the systems' performance and impact. However, the …
Auditing YouTube's recommendation algorithm for misinformation filter bubbles
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 …
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
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 …
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
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 …
to researchers for some time. Several studies investigated, most prominently on YouTube …