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Coping with Label Shift via Distributionally Robust Optimisation

Oct 23, 2020
Jingzhao Zhang, Aditya Menon, Andreas Veit, Srinadh Bhojanapalli, Sanjiv Kumar, Suvrit Sra


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Stochastic Optimization with Non-stationary Noise

Jun 09, 2020
Jingzhao Zhang, Hongzhou Lin, Subhro Das, Suvrit Sra, Ali Jadbabaie


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On Complexity of Finding Stationary Points of Nonsmooth Nonconvex Functions

Feb 16, 2020
Jingzhao Zhang, Hongzhou Lin, Stefanie Jegelka, Ali Jadbabaie, Suvrit Sra


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Why ADAM Beats SGD for Attention Models

Dec 06, 2019
Jingzhao Zhang, Sai Praneeth Karimireddy, Andreas Veit, Seungyeon Kim, Sashank J Reddi, Sanjiv Kumar, Suvrit Sra


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Analysis of Gradient Clipping and Adaptive Scaling with a Relaxed Smoothness Condition

May 28, 2019
Jingzhao Zhang, Tianxing He, Suvrit Sra, Ali Jadbabaie


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Quantifying Exposure Bias for Neural Language Generation

May 25, 2019
Tianxing He, Jingzhao Zhang, Zhiming Zhou, James Glass


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A Probe Towards Understanding GAN and VAE Models

Dec 17, 2018
Lu Mi, Macheng Shen, Jingzhao Zhang

* 9 pages, 8 figures 

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R-SPIDER: A Fast Riemannian Stochastic Optimization Algorithm with Curvature Independent Rate

Nov 28, 2018
Jingzhao Zhang, Hongyi Zhang, Suvrit Sra

* arXiv admin note: text overlap with arXiv:1605.07147 

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Direct Runge-Kutta Discretization Achieves Acceleration

Sep 14, 2018
Jingzhao Zhang, Aryan Mokhtari, Suvrit Sra, Ali Jadbabaie

* 24 pages. 4 figures 

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