Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares

Anant Raj, Melih Barsbey, Mert Gürbüzbalaban, Lingjiong Zhu, Umut Simsekli. Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares. In Shipra Agrawal 0001, Francesco Orabona, editors, International Conference on Algorithmic Learning Theory, February 20-23, 2023, Singapore. Volume 201 of Proceedings of Machine Learning Research, pages 1292-1342, PMLR, 2023. [doi]

Authors

Anant Raj

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Melih Barsbey

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Mert Gürbüzbalaban

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Lingjiong Zhu

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Umut Simsekli

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