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Sanjeev Arora

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Why Are Convolutional Nets More Sample-Efficient than Fully-Connected Nets?

Oct 16, 2020
Zhiyuan Li, Yi Zhang, Sanjeev Arora

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TextHide: Tackling Data Privacy in Language Understanding Tasks

Oct 12, 2020
Yangsibo Huang, Zhao Song, Danqi Chen, Kai Li, Sanjeev Arora

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A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks

Oct 07, 2020
Nikunj Saunshi, Sadhika Malladi, Sanjeev Arora

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Reconciling Modern Deep Learning with Traditional Optimization Analyses: The Intrinsic Learning Rate

Oct 06, 2020
Zhiyuan Li, Kaifeng Lyu, Sanjeev Arora

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InstaHide: Instance-hiding Schemes for Private Distributed Learning

Oct 06, 2020
Yangsibo Huang, Zhao Song, Kai Li, Sanjeev Arora

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Privacy-preserving Learning via Deep Net Pruning

Mar 04, 2020
Yangsibo Huang, Yushan Su, Sachin Ravi, Zhao Song, Sanjeev Arora, Kai Li

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A Sample Complexity Separation between Non-Convex and Convex Meta-Learning

Feb 25, 2020
Nikunj Saunshi, Yi Zhang, Mikhail Khodak, Sanjeev Arora

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Provable Representation Learning for Imitation Learning via Bi-level Optimization

Feb 24, 2020
Sanjeev Arora, Simon S. Du, Sham Kakade, Yuping Luo, Nikunj Saunshi

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Over-parameterized Adversarial Training: An Analysis Overcoming the Curse of Dimensionality

Feb 24, 2020
Yi Zhang, Orestis Plevrakis, Simon S. Du, Xingguo Li, Zhao Song, Sanjeev Arora

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