English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

With Artificial intelligence (AI) to aid or automate decision-makingadvancing rapidly, a particular concern is its fairness. In order to createreliable, safe and trustworthy systems through human-centred artificialintelligence (HCAI) design, recent efforts have produced user interfaces (UIs)for AI experts to investigate the fairness of AI models. In this work, weprovide a design space exploration that supports not only data scientists butalso domain experts to investigate AI fairness. Using loan applications as anexample, we held a series of workshops with loan officers and data scientiststo elicit their requirements. We instantiated these requirements into FairHIL,a UI to support human-in-the-loop fairness investigations, and describe howthis UI could be generalized to other use cases. We evaluated FairHIL through athink-aloud user study. Our work contributes better designs to investigate anAI model's fairness-and move closer towards responsible AI.

Towards Responsible AI: A Design Space Exploration of Human-Centered Artificial Intelligence User Interfaces to Investigate Fairness