Offline Contextual Bandits with High Probability Fairness Guarantees

Blossom Metevier, Stephen Giguere, Sarah Brockman, Ari Kobren, Yuriy Brun, Emma Brunskill, Philip S. Thomas. Offline Contextual Bandits with High Probability Fairness Guarantees. In Hanna M. Wallach, Hugo Larochelle, Alina Beygelzimer, Florence d'Alché-Buc, Edward A. Fox, Roman Garnett, editors, Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14 December 2019, Vancouver, BC, Canada. pages 14893-14904, 2019. [doi]

Authors

Blossom Metevier

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Stephen Giguere

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Sarah Brockman

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Ari Kobren

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Yuriy Brun

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Emma Brunskill

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Philip S. Thomas

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