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Gintare Karolina Dziugaite

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Enforcing Interpretability and its Statistical Impacts: Trade-offs between Accuracy and Interpretability

Oct 28, 2020
Gintare Karolina Dziugaite, Shai Ben-David, Daniel M. Roy

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In Search of Robust Measures of Generalization

Oct 22, 2020
Gintare Karolina Dziugaite, Alexandre Drouin, Brady Neal, Nitarshan Rajkumar, Ethan Caballero, Linbo Wang, Ioannis Mitliagkas, Daniel M. Roy

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Pruning Neural Networks at Initialization: Why are We Missing the Mark?

Sep 18, 2020
Jonathan Frankle, Gintare Karolina Dziugaite, Daniel M. Roy, Michael Carbin

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On the role of data in PAC-Bayes bounds

Jun 19, 2020
Gintare Karolina Dziugaite, Kyle Hsu, Waseem Gharbieh, Daniel M. Roy

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Sharpened Generalization Bounds based on Conditional Mutual Information and an Application to Noisy, Iterative Algorithms

Apr 27, 2020
Mahdi Haghifam, Jeffrey Negrea, Ashish Khisti, Daniel M. Roy, Gintare Karolina Dziugaite

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RelatIF: Identifying Explanatory Training Examples via Relative Influence

Mar 25, 2020
Elnaz Barshan, Marc-Etienne Brunet, Gintare Karolina Dziugaite

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Linear Mode Connectivity and the Lottery Ticket Hypothesis

Dec 11, 2019
Jonathan Frankle, Gintare Karolina Dziugaite, Daniel M. Roy, Michael Carbin

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In Defense of Uniform Convergence: Generalization via derandomization with an application to interpolating predictors

Dec 09, 2019
Jeffrey Negrea, Gintare Karolina Dziugaite, Daniel M. Roy

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Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates

Nov 08, 2019
Jeffrey Negrea, Mahdi Haghifam, Gintare Karolina Dziugaite, Ashish Khisti, Daniel M. Roy

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