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On the Global Convergence of Gradient Descent for multi-layer ResNets in the mean-field regime


Oct 06, 2021
Zhiyan Ding, Shi Chen, Qin Li, Stephen Wright

* arXiv admin note: text overlap with arXiv:2105.14417 

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Tracing Halpha Fibrils through Bayesian Deep Learning


Jul 16, 2021
Haodi Jiang, Ju Jing, Jiasheng Wang, Chang Liu, Qin Li, Yan Xu, Jason T. L. Wang, Haimin Wang

* 20 pages, 12 figures 

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Overparameterization of deep ResNet: zero loss and mean-field analysis


Jun 17, 2021
Zhiyan Ding, Shi Chen, Qin Li, Stephen Wright


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Dynamic Routing for Traffic Flow through Multi-agent Systems


May 02, 2021
Jizhe Zhou, Qiwei Chen, Qin Li


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A simple and robust method for noise variance estimation for time-varying signals


Apr 07, 2021
Qin Li, Junchan Zhao


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Improving speech recognition models with small samples for air traffic control systems


Feb 16, 2021
Yi Lin, Qin Li, Bo Yang, Zhen Yan, Huachun Tan, Zhengmao Chen

* This work has been accepted by Neurocomputing for publication 

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Constrained Ensemble Langevin Monte Carlo


Feb 08, 2021
Zhiyan Ding, Qin Li


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SR-Affine: High-quality 3D hand model reconstruction from UV Maps


Feb 07, 2021
Ping Chen, Dong Yang, Fangyin Wu, Qin Li, Qingpei Xia, Yong Tan

* 9 pages, 5 figures 

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Random Coordinate Underdamped Langevin Monte Carlo


Oct 22, 2020
Zhiyan Ding, Qin Li, Jianfeng Lu, Stephen J. Wright


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Random Coordinate Langevin Monte Carlo


Oct 03, 2020
Zhiyan Ding, Qin Li, Jianfeng Lu, Stephen J. Wright


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Langevin Monte Carlo: random coordinate descent and variance reduction


Jul 29, 2020
Zhiyan Ding, Qin Li

* arXiv admin note: text overlap with arXiv:2006.06068 

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PAC Model Checking of Black-Box Continuous-Time Dynamical Systems


Jul 17, 2020
Bai Xue, Miaomiao Zhang, Arvind Easwaran, Qin Li

* Accepted by IEEE TCAD. arXiv admin note: text overlap with arXiv:1207.1272 by other authors 

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Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations


Jun 22, 2020
Gelu Nita, Manolis Georgoulis, Irina Kitiashvili, Viacheslav Sadykov, Enrico Camporeale, Alexander Kosovichev, Haimin Wang, Vincent Oria, Jason Wang, Rafal Angryk, Berkay Aydin, Azim Ahmadzadeh, Xiaoli Bai, Timothy Bastian, Soukaina Filali Boubrahimi, Bin Chen, Alisdair Davey, Sheldon Fereira, Gregory Fleishman, Dale Gary, Andrew Gerrard, Gregory Hellbourg, Katherine Herbert, Jack Ireland, Egor Illarionov, Natsuha Kuroda, Qin Li, Chang Liu, Yuexin Liu, Hyomin Kim, Dustin Kempton, Ruizhe Ma, Petrus Martens, Ryan McGranaghan, Edward Semones, John Stefan, Andrey Stejko, Yaireska Collado-Vega, Meiqi Wang, Yan Xu, Sijie Yu

* Workshop Report 

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Variance reduction for Langevin Monte Carlo in high dimensional sampling problems


Jun 21, 2020
Zhiyan Ding, Qin Li


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A Survey on Machine Reading Comprehension: Tasks, Evaluation Metrics, and Benchmark Datasets


Jun 21, 2020
Chengchang Zeng, Shaobo Li, Qin Li, Jie Hu, Jianjun Hu

* 59 pages 

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Non-recurrent Traffic Congestion Detection with a Coupled Scalable Bayesian Robust Tensor Factorization Model


May 10, 2020
Qin Li, Huachun Tan, Xizhu Jiang, Yuankai Wu, Linhui Ye


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Error Lower Bounds of Constant Step-size Stochastic Gradient Descent


Oct 18, 2019
Zhiyan Ding, Yiding Chen, Qin Li, Xiaojin Zhu


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