Sefidgaran, Milad

7 publications

ICLR 2025 Generalization Guarantees for Representation Learning via Data-Dependent Gaussian Mixture Priors Milad Sefidgaran, Abdellatif Zaidi, Piotr Krasnowski

NeurIPS 2025 Tighter CMI-Based Generalization Bounds via Stochastic Projection and Quantization Milad Sefidgaran, Kimia Nadjahi, Abdellatif Zaidi

ICML 2024 Lessons from Generalization Error Analysis of Federated Learning: You May Communicate Less Often! Milad Sefidgaran, Romain Chor, Abdellatif Zaidi, Yijun Wan

NeurIPS 2023 Minimum Description Length and Generalization Guarantees for Representation Learning Milad Sefidgaran, Abdellatif Zaidi, Piotr Krasnowski

NeurIPS 2022 Rate-Distortion Theoretic Bounds on Generalization Error for Distributed Learning Milad Sefidgaran, Romain Chor, Abdellatif Zaidi

COLT 2022 Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms Milad Sefidgaran, Amin Gohari, Gaël Richard, Umut Simsekli

NeurIPS 2021 Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks Melih Barsbey, Milad Sefidgaran, Murat A Erdogdu, Gaël Richard, Umut Simsekli