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Stefanie Jegelka

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Theory of Graph Neural Networks: Representation and Learning

Apr 16, 2022
Stefanie Jegelka

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Sign and Basis Invariant Networks for Spectral Graph Representation Learning

Apr 11, 2022
Derek Lim, Joshua Robinson, Lingxiao Zhao, Tess Smidt, Suvrit Sra, Haggai Maron, Stefanie Jegelka

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Training invariances and the low-rank phenomenon: beyond linear networks

Jan 28, 2022
Thien Le, Stefanie Jegelka

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Robust Contrastive Learning against Noisy Views

Jan 12, 2022
Ching-Yao Chuang, R Devon Hjelm, Xin Wang, Vibhav Vineet, Neel Joshi, Antonio Torralba, Stefanie Jegelka, Yale Song

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Scaling up Continuous-Time Markov Chains Helps Resolve Underspecification

Jul 06, 2021
Alkis Gotovos, Rebekka Burkholz, John Quackenbush, Stefanie Jegelka

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Can contrastive learning avoid shortcut solutions?

Jun 21, 2021
Joshua Robinson, Li Sun, Ke Yu, Kayhan Batmanghelich, Stefanie Jegelka, Suvrit Sra

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What training reveals about neural network complexity

Jun 08, 2021
Andreas Loukas, Marinos Poiitis, Stefanie Jegelka

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Measuring Generalization with Optimal Transport

Jun 07, 2021
Ching-Yao Chuang, Youssef Mroueh, Kristjan Greenewald, Antonio Torralba, Stefanie Jegelka

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Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth

May 26, 2021
Keyulu Xu, Mozhi Zhang, Stefanie Jegelka, Kenji Kawaguchi

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