From the 1 of 4 linked papers with an AI index.
4 papers
The Role of Causality in Algorithmic Recourse
Srikanth Avasarala, Varun Gupta, Shahin Jabbari +2
The paper introduces a causal framework for algorithmic recourse that models how suggested changes affect both features and true outcomes, showing that accounting for causality yie…
Price of Fairness in Short-Term and Long-Term Algorithmic Selections
Shahin Jabbari, Chen Wang
Algorithmic decision-making in high-stakes settings can have profound impacts on individuals and populations. While much prior work studies fairness in static settings, recent resu…
Learning-Augmented Robust Algorithmic Recourse
Kshitij Kayastha, Vasilis Gkatzelis, Shahin Jabbari
Algorithmic recourse provides individuals who receive undesirable outcomes from machine learning systems with minimum-cost improvements to achieve a desirable outcome. However, mac…
Optimal Robust Recourse with -Bounded Model Change
Phone Kyaw, Kshitij Kayastha, Shahin Jabbari
Recourse provides individuals who received undesirable labels (e.g., denied a loan) from algorithmic decision-making systems with a minimum-cost improvement suggestion to achieve t…