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Ganesh Ghalme

5 accepted papers

2023

Mitigating Disparity while Maximizing Reward: Tight Anytime Guarantee for Improving Bandits

IJCAI 2023poster

We study the Improving Multi-Armed Bandit problem, where the reward obtained from an arm increases with the number of pulls it receives. This model provides an elegant abstraction for many real-world problems in domains such as education and employment, where decisions about the distribution of oppo…

Cited by 3SourcePDFScholar
2022

Individual fairness in feature-based pricing for monopoly markets

UAI 2022poster

We study fairness in the context of feature-based price discrimination in monopoly markets. We propose a new notion of individual fairness, namely, \alpha-fairness, which guarantees that individuals with similar features face similar prices. First, we study discrete valuation space and give an analy…

Cited by 6SourcePDFScholar
2021

Strategic Classification in the Dark

ICML 2021spotlight

Strategic classification studies the interaction between a classification rule and the strategic agents it governs. Agents respond by manipulating their features, under the assumption that the classifier is known. However, in many real-life scenarios of high-stake classification (e.g., credit scorin…