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 …

Mitigating bias in algorithmic systems—a fish-eye view

K Orphanou, J Otterbacher, S Kleanthous… - ACM Computing …, 2022 - dl.acm.org
Mitigating bias in algorithmic systems is a critical issue drawing attention across
communities within the information and computer sciences. Given the complexity of the …

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 …

Online searches to evaluate misinformation can increase its perceived veracity

K Aslett, Z Sanderson, W Godel, N Persily, J Nagler… - Nature, 2024 - nature.com
Considerable scholarly attention has been paid to understanding belief in online
misinformation,, with a particular focus on social networks. However, the dominant role of …

Building and auditing fair algorithms: A case study in candidate screening

C Wilson, A Ghosh, S Jiang, A Mislove… - Proceedings of the …, 2021 - dl.acm.org
Academics, activists, and regulators are increasingly urging companies to develop and
deploy sociotechnical systems that are fair and unbiased. Achieving this goal, however, is …

More accounts, fewer links: How algorithmic curation impacts media exposure in Twitter timelines

J Bandy, N Diakopoulos - Proceedings of the ACM on human-computer …, 2021 - dl.acm.org
Algorithmic timeline curation is now an integral part of Twitter's platform, affecting information
exposure for more than 150 million daily active users. Despite its large-scale and high …

Auditing e-commerce platforms for algorithmically curated vaccine misinformation

P Juneja, T Mitra - Proceedings of the 2021 chi conference on human …, 2021 - dl.acm.org
There is a growing concern that e-commerce platforms are amplifying vaccine-
misinformation. To investigate, we conduct two-sets of algorithmic audits for vaccine …

Evaluation metrics for measuring bias in search engine results

G Gezici, A Lipani, Y Saygin, E Yilmaz - Information Retrieval Journal, 2021 - Springer
Search engines decide what we see for a given search query. Since many people are
exposed to information through search engines, it is fair to expect that search engines are …

Countering algorithmic bias and disinformation and effectively harnessing the power of AI in media

D Shin, M Hameleers, YJ Park, JN Kim… - Journalism & Mass …, 2022 - journals.sagepub.com
Artificial intelligence (AI) is affecting the daily lives of billions of media users (Wölker &
Powell, 2021). Algorithms are popular and effective tools utilized by companies online, but …