4 papers with code • 0 benchmarks • 2 datasets
Detection of unfairness in legal contracts' clauses.
These leaderboards are used to track progress in Unfairness Detection
Terms of service of on-line platforms too often contain clauses that are potentially unfair to the consumer.
Feature robustness and sex differences in medical imaging: a case study in MRI-based Alzheimer's disease detection
Instead, while logistic regression is fully robust to dataset composition, we find that CNN performance is generally improved for both male and female subjects when including more female subjects in the training dataset.
Recent studies have shown that robustness (the ability for a model to perform well on unseen data) plays a significant role in the type of strategy that should be used when approaching a new problem and, hence, measuring the robustness of these strategies has become a fundamental problem.
We propose Signal is Harder (SiH), a variational-autoencoder-based method that simultaneously trains a biased and unbiased classifier using a novel, disentangling reweighting scheme inspired by the focal loss.