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Milad Sefidgaran

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Minimum Description Length and Generalization Guarantees for Representation Learning

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Feb 05, 2024
Milad Sefidgaran, Abdellatif Zaidi, Piotr Krasnowski

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Federated Learning You May Communicate Less Often!

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Jun 09, 2023
Milad Sefidgaran, Romain Chor, Abdellatif Zaidi, Yijun Wan

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More Communication Does Not Result in Smaller Generalization Error in Federated Learning

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Apr 24, 2023
Romain Chor, Milad Sefidgaran, Abdellatif Zaidi

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Data-dependent Generalization Bounds via Variable-Size Compressibility

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Mar 09, 2023
Milad Sefidgaran, Abdellatif Zaidi

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Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning

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Jun 06, 2022
Milad Sefidgaran, Romain Chor, Abdellatif Zaidi

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Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms

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Mar 04, 2022
Milad Sefidgaran, Amin Gohari, Gaël Richard, Umut Şimşekli

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Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks

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Jun 07, 2021
Melih Barsbey, Milad Sefidgaran, Murat A. Erdogdu, Gaël Richard, Umut Şimşekli

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