Stability Based Generalization Bounds for Exponential Family Langevin Dynamics

Arindam Banerjee 0001, Tiancong Chen, Xinyan Li, Yingxue Zhou. Stability Based Generalization Bounds for Exponential Family Langevin Dynamics. In Kamalika Chaudhuri, Stefanie Jegelka, Le Song, Csaba Szepesvári, Gang Niu 0001, Sivan Sabato, editors, International Conference on Machine Learning, ICML 2022, 17-23 July 2022, Baltimore, Maryland, USA. Volume 162 of Proceedings of Machine Learning Research, pages 1412-1449, PMLR, 2022. [doi]

Abstract

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