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Gintare Karolina Dziugaite

Element AI

The Effect of Data Dimensionality on Neural Network Prunability


Dec 01, 2022
Zachary Ankner, Alex Renda, Gintare Karolina Dziugaite, Jonathan Frankle, Tian Jin

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Pruning's Effect on Generalization Through the Lens of Training and Regularization


Oct 25, 2022
Tian Jin, Michael Carbin, Daniel M. Roy, Jonathan Frankle, Gintare Karolina Dziugaite

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* Advances in Neural Information Processing Systems 2022 
* 49 pages, 20 figures 

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Unmasking the Lottery Ticket Hypothesis: What's Encoded in a Winning Ticket's Mask?


Oct 06, 2022
Mansheej Paul, Feng Chen, Brett W. Larsen, Jonathan Frankle, Surya Ganguli, Gintare Karolina Dziugaite

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* The first three authors contributed equally 

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Understanding Generalization via Leave-One-Out Conditional Mutual Information


Jun 29, 2022
Mahdi Haghifam, Shay Moran, Daniel M. Roy, Gintare Karolina Dziugaite

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* 18 pages 

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Lottery Tickets on a Data Diet: Finding Initializations with Sparse Trainable Networks


Jun 02, 2022
Mansheej Paul, Brett W. Larsen, Surya Ganguli, Jonathan Frankle, Gintare Karolina Dziugaite

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* The first two authors contributed equally 

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Towards a Unified Information-Theoretic Framework for Generalization


Nov 17, 2021
Mahdi Haghifam, Gintare Karolina Dziugaite, Shay Moran, Daniel M. Roy

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* 22 Pages, NeurIPS 2021, This submission subsumes [arXiv:2011.02970] ("On the Information Complexity of Proper Learners for VC Classes in the Realizable Case") 

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Probabilistic fine-tuning of pruning masks and PAC-Bayes self-bounded learning


Oct 22, 2021
Soufiane Hayou, Bobby He, Gintare Karolina Dziugaite

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* 34 pages, 10 figures 

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Deep Learning on a Data Diet: Finding Important Examples Early in Training


Jul 15, 2021
Mansheej Paul, Surya Ganguli, Gintare Karolina Dziugaite

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* 18 pages, 16 figures 

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NeurIPS 2020 Competition: Predicting Generalization in Deep Learning


Dec 14, 2020
Yiding Jiang, Pierre Foret, Scott Yak, Daniel M. Roy, Hossein Mobahi, Gintare Karolina Dziugaite, Samy Bengio, Suriya Gunasekar, Isabelle Guyon, Behnam Neyshabur

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* 20 pages, 2 figures. Accepted for NeurIPS 2020 Competitions Track. Lead organizer: Yiding Jiang 

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