Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions

Anant Raj, Lingjiong Zhu, Mert Gürbüzbalaban, Umut Simsekli. Algorithmic Stability of Heavy-Tailed SGD with General Loss Functions. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 28578-28597, PMLR, 2023. [doi]

Authors

Anant Raj

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Lingjiong Zhu

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Mert Gürbüzbalaban

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Umut Simsekli

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