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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 3Source ↗PDF ↗Scholar ↗
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 6Source ↗PDF ↗Scholar ↗
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…