1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.CL2026
A Representation-Level Assessment of Bias Mitigation in Foundation Models
Svetoslav Nizhnichenkov, Rahul Nair, Elizabeth Daly +1
We investigate how successful bias mitigation reshapes the embedding space of encoder-only and decoder-only foundation models, offering an internal audit of model behaviour through…
cs.LG2023★ 1 cited
Explaining Knock-on Effects of Bias Mitigation
Svetoslav Nizhnichenkov, Rahul Nair, Elizabeth Daly +1
In machine learning systems, bias mitigation approaches aim to make outcomes fairer across privileged and unprivileged groups. Bias mitigation methods work in different ways and ha…