4 papers · 1 filter
Algorithmic Recourse Under Competition
Shahin Jabbari
Algorithmic recourse provides individuals who have received undesirable outcomes from machine learning models with suggestions for minimum-cost improvements to achieve the desired…
The Role of Causality in Algorithmic Recourse
Srikanth Avasarala, Varun Gupta, Shahin Jabbari +2
Algorithmic recourse aims to provide individuals with actionable changes to improve their predicted outcomes in high-stakes classification settings, such as loan and mortgage appli…
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…
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…