Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates

Jeffrey Negrea, Mahdi Haghifam, Gintare Karolina Dziugaite, Ashish Khisti, Daniel M. Roy 0001. Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates. 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 11013-11023, 2019. [doi]

Authors

Jeffrey Negrea

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Mahdi Haghifam

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Gintare Karolina Dziugaite

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Ashish Khisti

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Daniel M. Roy 0001

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