research
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06/05/2023
LibAUC: A Deep Learning Library for X-Risk Optimization
This paper introduces the award-winning deep learning (DL) library calle...
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09/25/2019
Learning with Long-term Remembering: Following the Lead of Mixed Stochastic Gradient
Current deep neural networks can achieve remarkable performance on a sin...
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10/24/2018
Solving Weakly-Convex-Weakly-Concave Saddle-Point Problems as Weakly-Monotone Variational Inequality
In this paper, we consider first-order algorithms for solving a class of...
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10/04/2018
Non-Convex Min-Max Optimization: Provable Algorithms and Applications in Machine Learning
Min-max saddle-point problems have broad applications in many tasks in m...
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12/04/2017
