Two-Sided Matching Meets Fair Division

no code implementations • 15 Jul 2021 • Rupert Freeman, Evi Micha, Nisarg Shah

We introduce a new model for two-sided matching which allows us to borrow popular fairness notions from the fair division literature such as envy-freeness up to one good and maximin share guarantee.

Fairness Vocal Bursts Valence Prediction

Fair Algorithms for Multi-Agent Multi-Armed Bandits

no code implementations • NeurIPS 2021 • Safwan Hossain, Evi Micha, Nisarg Shah

Unlike the classical multi-armed bandit problem, the goal is not to learn the "best arm"; indeed, each agent may perceive a different arm to be the best for her personally.

Fairness Multi-Armed Bandits