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Noisy Gradient Descent Converges to Flat Minima for Nonconvex Matrix Factorization


Feb 24, 2021
Tianyi Liu, Yan Li, Song Wei, Enlu Zhou, Tuo Zhao


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Regularized Attentive Capsule Network for Overlapped Relation Extraction


Dec 18, 2020
Tianyi Liu, Xiangyu Lin, Weijia Jia, Mingliang Zhou, Wei Zhao

* 11 pages, 7 figures 

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On Computation and Generalization of Generative Adversarial Imitation Learning


Jan 12, 2020
Minshuo Chen, Yizhou Wang, Tianyi Liu, Zhuoran Yang, Xingguo Li, Zhaoran Wang, Tuo Zhao


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Towards Understanding the Importance of Shortcut Connections in Residual Networks


Sep 11, 2019
Tianyi Liu, Minshuo Chen, Mo Zhou, Simon S. Du, Enlu Zhou, Tuo Zhao

* Thirty-third Conference on Neural Information Processing Systems, 2019 

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Towards Understanding the Importance of Noise in Training Neural Networks


Sep 07, 2019
Mo Zhou, Tianyi Liu, Yan Li, Dachao Lin, Enlu Zhou, Tuo Zhao

* International Conference on Machine Learning (ICML), 2019 

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Toward Deeper Understanding of Nonconvex Stochastic Optimization with Momentum using Diffusion Approximations


Oct 01, 2018
Tianyi Liu, Zhehui Chen, Enlu Zhou, Tuo Zhao

* arXiv admin note: text overlap with arXiv:1806.01660 

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Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization


Oct 01, 2018
Tianyi Liu, Shiyang Li, Jianping Shi, Enlu Zhou, Tuo Zhao

* arXiv admin note: text overlap with arXiv:1802.05155 

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Neural Relation Extraction via Inner-Sentence Noise Reduction and Transfer Learning


Aug 21, 2018
Tianyi Liu, Xinsong Zhang, Wanhao Zhou, Weijia Jia

* EMNLP 2018 

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Implementation of Training Convolutional Neural Networks


Jun 04, 2015
Tianyi Liu, Shuangsang Fang, Yuehui Zhao, Peng Wang, Jun Zhang

* 10 pages, 6 figures 

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