2 papers
cs.GT2024
Post-Match Error Mitigation for Deferred Acceptance
Abraham Gale, Amélie Marian, David M. Pennock
Real-life applications of deferred-acceptance (DA) matching algorithms sometimes exhibit errors or changes to the matching inputs that are discovered only after the algorithm has b…
cs.LG2024
Explainable Disparity Compensation for Efficient Fair Ranking
Abraham Gale, Amélie Marian
Ranking functions that are used in decision systems often produce disparate results for different populations because of bias in the underlying data. Addressing, and compensating f…