From the 1 of 2 linked papers with an AI index.
2 papers
cs.HC2026
"Trust Junk" Leads to Unjustified Support for Highly Discriminatory Predictive Models
Michael Correll, Lucy Havens, Mahsan Nourani
The paper shows that adding accurate but irrelevant data to model explanations can cause people to over‑trust and positively view discriminatory predictive models, highlighting ris…
cs.CL2025
Investigating the Capabilities and Limitations of Machine Learning for Identifying Bias in English Language Data with Information and Heritage Professionals
Lucy Havens, Benjamin Bach, Melissa Terras +1
Despite numerous efforts to mitigate their biases, ML systems continue to harm already-marginalized people. While predominant ML approaches assume bias can be removed and fair mode…