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Gintare Karolina Dziugaite

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

21

Venues

6

Active years

2015–2025

Best venue rank

A*

Where they publish

Papers

21 indexed papers, newest first.

YearVenueTitleAuthors
2025AISTATSThe Size of Teachers as a Measure of Data Complexity: PAC-Bayes Excess Risk Bounds and Scaling Laws.Gintare Karolina Dziugaite, Daniel M. Roy
2025ICLRThe Journey Matters: Average Parameter Count over Pre-training Unifies Sparse and Dense Scaling Laws.Tian Jin, Ahmed Imtiaz Humayun, Utku Evci, Suvinay Subramanian, Amir Yazdanbakhsh, Dan Alistarh, Gintare Karolina Dziugaite
2025ICLRSelective Unlearning via Representation Erasure Using Domain Adversarial Training.Nazanin Mohammadi Sepahvand, Eleni Triantafillou, Hugo Larochelle, Doina Precup, James J. Clark, Daniel M. Roy, Gintare Karolina Dziugaite
2025ICMLMechanistic Unlearning: Robust Knowledge Unlearning and Editing via Mechanistic Localization.Phillip Guo, Aaquib Syed, Abhay Sheshadri, Aidan Ewart, Gintare Karolina Dziugaite
2025ICMLLeveraging Per-Instance Privacy for Machine Unlearning.Nazanin Mohammadi Sepahvand, Anvith Thudi, Berivan Isik, Ashmita Bhattacharyya, Nicolas Papernot, Eleni Triantafillou, Daniel M. Roy, Gintare Karolina Dziugaite
2024AISTATSIdentifying Spurious Biases Early in Training through the Lens of Simplicity Bias.Yu Yang, Eric Gan, Gintare Karolina Dziugaite, Baharan Mirzasoleiman
2024ICLRThe Cost of Scaling Down Large Language Models: Reducing Model Size Affects Memory before In-context Learning.Tian Jin, Nolan Clement, Xin Dong, Vaishnavh Nagarajan, Michael Carbin, Jonathan Ragan-Kelley, Gintare Karolina Dziugaite
2024ICMLInformation Complexity of Stochastic Convex Optimization: Applications to Generalization, Memorization, and Tracing.Idan Attias, Gintare Karolina Dziugaite, Mahdi Haghifam, Roi Livni, Daniel M. Roy
2024ICMLMixtures of Experts Unlock Parameter Scaling for Deep RL.Johan S. Obando-Ceron, Ghada Sokar, Timon Willi, Clare Lyle, Jesse Farebrother, Jakob Nicolaus Foerster, Gintare Karolina Dziugaite, Doina Precup, Pablo Samuel Castro
2023ALTLimitations of Information-Theoretic Generalization Bounds for Gradient Descent Methods in Stochastic Convex Optimization.Mahdi Haghifam, Borja Rodrguez Glvez, Ragnar Thobaben, Mikael Skoglund, Daniel M. Roy, Gintare Karolina Dziugaite
2023ICLRUnmasking the Lottery Ticket Hypothesis: What's Encoded in a Winning Ticket's Mask?Mansheej Paul, Feng Chen, Brett W. Larsen, Jonathan Frankle, Surya Ganguli, Gintare Karolina Dziugaite
2022ISITUnderstanding Generalization via Leave-One-Out Conditional Mutual Information.Mahdi Haghifam, Shay Moran, Daniel M. Roy, Gintare Karolina Dziugaite
2021AISTATSOn the role of data in PAC-Bayes.Gintare Karolina Dziugaite, Kyle Hsu, Waseem Gharbieh, Gabriel Arpino, Daniel M. Roy
2021ICLRPruning Neural Networks at Initialization: Why Are We Missing the Mark?Jonathan Frankle, Gintare Karolina Dziugaite, Daniel M. Roy, Michael Carbin
2020AISTATSRelatIF: Identifying Explanatory Training Samples via Relative Influence.Elnaz Barshan, Marc-Etienne Brunet, Gintare Karolina Dziugaite
2020AISTATSStochastic Neural Network with Kronecker Flow.Chin-Wei Huang, Ahmed Touati, Pascal Vincent, Gintare Karolina Dziugaite, Alexandre Lacoste, Aaron C. Courville
2020ICMLLinear Mode Connectivity and the Lottery Ticket Hypothesis.Jonathan Frankle, Gintare Karolina Dziugaite, Daniel M. Roy, Michael Carbin
2020ICMLIn Defense of Uniform Convergence: Generalization via Derandomization with an Application to Interpolating Predictors.Jeffrey Negrea, Gintare Karolina Dziugaite, Daniel M. Roy
2018ICMLEntropy-SGD optimizes the prior of a PAC-Bayes bound: Generalization properties of Entropy-SGD and data-dependent priors.Gintare Karolina Dziugaite, Daniel M. Roy
2017UAIComputing Nonvacuous Generalization Bounds for Deep (Stochastic) Neural Networks with Many More Parameters than Training Data.Gintare Karolina Dziugaite, Daniel M. Roy
2015UAITraining generative neural networks via Maximum Mean Discrepancy optimization.Gintare Karolina Dziugaite, Daniel M. Roy, Zoubin Ghahramani