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CoRe: An Efficient Coarse-refined Training Framework for BERT

Nov 27, 2020
Cheng Yang, Shengnan Wang, Yuechuan Li, Chao Yang, Ming Yan, Jingqiao Zhang, Fangquan Lin


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Deep Neural Networks with Short Circuits for Improved Gradient Learning

Sep 23, 2020
Ming Yan, Xueli Xiao, Joey Tianyi Zhou, Yi Pan


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Fast algorithms for robust principal component analysis with an upper bound on the rank

Sep 03, 2020
Ningyu Sha, Lei Shi, Ming Yan

* Accepted by Inverse Problems and Imaging 

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Linear Convergent Decentralized Optimization with Compression

Jul 01, 2020
Xiaorui Liu, Yao Li, Rongrong Wang, Jiliang Tang, Ming Yan


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Efficient Hyperparameter Optimization in Deep Learning Using a Variable Length Genetic Algorithm

Jun 23, 2020
Xueli Xiao, Ming Yan, Sunitha Basodi, Chunyan Ji, Yi Pan


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A Multi-Agent Primal-Dual Strategy for Composite Optimization over Distributed Features

Jun 15, 2020
Sulaiman A. Alghunaim, Ming Yan, Ali H. Sayed

* To appear in European Signal Processing Conference (EUSIPCO) 2020 

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PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned Generation

Apr 14, 2020
Bin Bi, Chenliang Li, Chen Wu, Ming Yan, Wei Wang

* arXiv admin note: text overlap with arXiv:1910.10683, arXiv:1910.13461 by other authors 

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Manifold Denoising by Nonlinear Robust Principal Component Analysis

Nov 10, 2019
He Lyu, Ningyu Sha, Shuyang Qin, Ming Yan, Yuying Xie, Rongrong Wang


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A Double Residual Compression Algorithm for Efficient Distributed Learning

Oct 16, 2019
Xiaorui Liu, Yao Li, Jiliang Tang, Ming Yan


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Symmetric Regularization based BERT for Pair-wise Semantic Reasoning

Sep 08, 2019
Xingyi Cheng, Weidi Xu, Kunlong Chen, Wei Wang, Bin Bi, Ming Yan, Chen Wu, Luo Si, Wei Chu, Taifeng Wang

* 8 pages, 3 figures, 6 tables 

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Incorporating External Knowledge into Machine Reading for Generative Question Answering

Sep 06, 2019
Bin Bi, Chen Wu, Ming Yan, Wei Wang, Jiangnan Xia, Chenliang Li

* Accepted at EMNLP 2019 

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Incorporating Relation Knowledge into Commonsense Reading Comprehension with Multi-task Learning

Sep 05, 2019
Jiangnan Xia, Chen Wu, Ming Yan

* Accepted at CIKM'19, 4 pages 

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StructBERT: Incorporating Language Structures into Pre-training for Deep Language Understanding

Aug 16, 2019
Wei Wang, Bin Bi, Ming Yan, Chen Wu, Zuyi Bao, Liwei Peng, Luo Si

* 10 Pages 

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On linear convergence of two decentralized algorithms

Jun 17, 2019
Yao Li, Ming Yan


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Multi-granularity hierarchical attention fusion networks for reading comprehension and question answering

Nov 29, 2018
Wei Wang, Ming Yan, Chen Wu

* Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) 1705-1714 

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A Deep Cascade Model for Multi-Document Reading Comprehension

Nov 28, 2018
Ming Yan, Jiangnan Xia, Chen Wu, Bin Bi, Zhongzhou Zhao, Ji Zhang, Luo Si, Rui Wang, Wei Wang, Haiqing Chen

* Accepted at AAAI 2019 

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Fast Signal Recovery from Saturated Measurements by Linear Loss and Nonconvex Penalties

Sep 12, 2018
Fan He, Xiaolin Huang, Yipeng Liu, Ming Yan


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D$^2$: Decentralized Training over Decentralized Data

Apr 20, 2018
Hanlin Tang, Xiangru Lian, Ming Yan, Ce Zhang, Ji Liu


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Pinball Loss Minimization for One-bit Compressive Sensing: Convex Models and Algorithms

Mar 19, 2018
Xiaolin Huang, Lei Shi, Ming Yan, Johan A. K. Suykens

* 11 pages 

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A new primal-dual algorithm for minimizing the sum of three functions with a linear operator

Jan 29, 2018
Ming Yan

* v2 added the ergodic and nonergodic convergence rates for the primal-dual gap; v3 added the infimal convolution result and changed the title; v4 modifies the primal-dual gap and add more recent references 

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On the Convergence of Asynchronous Parallel Iteration with Unbounded Delays

Nov 15, 2017
Zhimin Peng, Yangyang Xu, Ming Yan, Wotao Yin

* accepted to JORSC 

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Nonconvex penalties with analytical solutions for one-bit compressive sensing

Nov 06, 2017
Xiaolin Huang, Ming Yan

* X. Huang and M. Yan, Non-convex penalties with analytical solutions for one-bit compressive sensing, Signal Processing, 144 (2018), 341-351 

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Exploring Outliers in Crowdsourced Ranking for QoE

Jul 18, 2017
Qianqian Xu, Ming Yan, Chendi Huang, Jiechao Xiong, Qingming Huang, Yuan Yao

* accepted by ACM Multimedia 2017 (Oral presentation). arXiv admin note: text overlap with arXiv:1407.7636 

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A decentralized proximal-gradient method with network independent step-sizes and separated convergence rates

Apr 25, 2017
Zhi Li, Wei Shi, Ming Yan


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Mixed one-bit compressive sensing with applications to overexposure correction for CT reconstruction

Jan 03, 2017
Xiaolin Huang, Yan Xia, Lei Shi, Yixing Huang, Ming Yan, Joachim Hornegger, Andreas Maier


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Asynchronous Multi-Task Learning

Sep 30, 2016
Inci M. Baytas, Ming Yan, Anil K. Jain, Jiayu Zhou

* IEEE International Conference on Data Mining (ICDM) 2016 

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Coordinate Friendly Structures, Algorithms and Applications

Aug 14, 2016
Zhimin Peng, Tianyu Wu, Yangyang Xu, Ming Yan, Wotao Yin

* Annals of Mathematical Sciences and Applications, 1 (2016), 57-119 

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ARock: an Algorithmic Framework for Asynchronous Parallel Coordinate Updates

May 27, 2016
Zhimin Peng, Yangyang Xu, Ming Yan, Wotao Yin

* SIAM Journal on Scientific Computing, 38 (2016), A2851-A2879 
* updated the linear convergence proofs 

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