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Suriya Gunasekar

Microsoft Research

How to Fine-Tune Vision Models with SGD


Nov 17, 2022
Ananya Kumar, Ruoqi Shen, Sébastien Bubeck, Suriya Gunasekar


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Neural-Sim: Learning to Generate Training Data with NeRF


Jul 22, 2022
Yunhao Ge, Harkirat Behl, Jiashu Xu, Suriya Gunasekar, Neel Joshi, Yale Song, Xin Wang, Laurent Itti, Vibhav Vineet

* ECCV 2022 

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Generalization to translation shifts: a study in architectures and augmentations


Jul 05, 2022
Suriya Gunasekar


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Unveiling Transformers with LEGO: a synthetic reasoning task


Jun 09, 2022
Yi Zhang, Arturs Backurs, Sébastien Bubeck, Ronen Eldan, Suriya Gunasekar, Tal Wagner


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Data Augmentation as Feature Manipulation: a story of desert cows and grass cows


Mar 03, 2022
Ruoqi Shen, Sébastien Bubeck, Suriya Gunasekar

* 37 pages, 4 figures 

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Inductive Bias of Multi-Channel Linear Convolutional Networks with Bounded Weight Norm


Feb 24, 2021
Meena Jagadeesan, Ilya Razenshteyn, Suriya Gunasekar


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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

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

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Implicit Bias in Deep Linear Classification: Initialization Scale vs Training Accuracy


Jul 13, 2020
Edward Moroshko, Suriya Gunasekar, Blake Woodworth, Jason D. Lee, Nathan Srebro, Daniel Soudry


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Mirrorless Mirror Descent: A More Natural Discretization of Riemannian Gradient Flow


Apr 24, 2020
Suriya Gunasekar, Blake Woodworth, Nathan Srebro

* 10 pages 

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