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Miguel R. D. Rodrigues

Generalization and Estimation Error Bounds for Model-based Neural Networks

Apr 19, 2023
Avner Shultzman, Eyar Azar, Miguel R. D. Rodrigues, Yonina C. Eldar

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* The Eleventh International Conference on Learning Representations, 2023

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An Information-theoretical Approach to Semi-supervised Learning under Covariate-shift

Feb 24, 2022
Gholamali Aminian, Mahed Abroshan, Mohammad Mahdi Khalili, Laura Toni, Miguel R. D. Rodrigues

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* Accepted at AISTATS 2022

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Characterizing the Generalization Error of Gibbs Algorithm with Symmetrized KL information

Jul 28, 2021
Gholamali Aminian, Yuheng Bu, Laura Toni, Miguel R. D. Rodrigues, Gregory Wornell

* The first and second author have contributed equally to the paper. This paper is accepted in the ICML-21 Workshop on Information-Theoretic Methods for Rigorous, Responsible, and Reliable Machine Learning: https://sites.google.com/view/itr3/schedule

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Information-Theoretic Bounds on the Moments of the Generalization Error of Learning Algorithms

Feb 03, 2021
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues

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Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms

Oct 23, 2020
Gholamali Aminian, Laura Toni, Miguel R. D. Rodrigues

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* Submitted for conference publication

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