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Language-guided Navigation via Cross-Modal Grounding and Alternate Adversarial Learning

Nov 22, 2020
Weixia Zhang, Chao Ma, Qi Wu, Xiaokang Yang

* Accepted to IEEE TCSVT 

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DEAL: Difficulty-aware Active Learning for Semantic Segmentation

Oct 17, 2020
Shuai Xie, Zunlei Feng, Ying Chen, Songtao Sun, Chao Ma, Mingli Song

* Accepted by ACCV2020 

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DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs

Oct 16, 2020
Da Zheng, Chao Ma, Minjie Wang, Jinjing Zhou, Qidong Su, Xiang Song, Quan Gan, Zheng Zhang, George Karypis


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Towards Theoretically Understanding Why SGD Generalizes Better Than ADAM in Deep Learning

Oct 12, 2020
Pan Zhou, Jiashi Feng, Chao Ma, Caiming Xiong, Steven HOI, Weinan E

* NeurIPS 2020 

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Infrared target tracking based on proximal robust principal component analysis method

Oct 11, 2020
Chao Ma, Guohua Gu, Xin Miao, Minjie Wan, Weixian Qian, Kan Ren, Qian Chen


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Interpretable Neural Computation for Real-World Compositional Visual Question Answering

Oct 10, 2020
Ruixue Tang, Chao Ma

* PRCV 2020 

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Towards a Mathematical Understanding of Neural Network-Based Machine Learning: what we know and what we don't

Oct 01, 2020
Weinan E, Chao Ma, Stephan Wojtowytsch, Lei Wu

* Review article. Feedback welcome 

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Complexity Measures for Neural Networks with General Activation Functions Using Path-based Norms

Sep 14, 2020
Zhong Li, Chao Ma, Lei Wu

* 47 pages 

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A Qualitative Study of the Dynamic Behavior of Adaptive Gradient Algorithms

Sep 14, 2020
Chao Ma, Lei Wu, Weinan E


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Cross-Modality 3D Object Detection

Aug 16, 2020
Ming Zhu, Chao Ma, Pan Ji, Xiaokang Yang

* Accepted by WACV 2021 

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The Slow Deterioration of the Generalization Error of the Random Feature Model

Aug 13, 2020
Chao Ma, Lei Wu, Weinan E


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Rethinking Image Deraining via Rain Streaks and Vapors

Aug 03, 2020
Yinglong Wang, Yibing Song, Chao Ma, Bing Zeng

* ECCV 2020 

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Robust Tracking against Adversarial Attacks

Jul 29, 2020
Shuai Jia, Chao Ma, Yibing Song, Xiaokang Yang

* Accepted by ECCV2020 

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Unsupervised Deep Representation Learning for Real-Time Tracking

Jul 22, 2020
Ning Wang, Wengang Zhou, Yibing Song, Chao Ma, Wei Liu, Houqiang Li

* Journal version of the CVPR2019 paper "Unsupervised Deep Tracking". Accepted by IJCV. arXiv admin note: text overlap with arXiv:1904.01828 

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Semantic Equivalent Adversarial Data Augmentation for Visual Question Answering

Jul 19, 2020
Ruixue Tang, Chao Ma, Wei Emma Zhang, Qi Wu, Xiaokang Yang

* To appear in ECCV 2020 

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The Quenching-Activation Behavior of the Gradient Descent Dynamics for Two-layer Neural Network Models

Jun 25, 2020
Chao Ma, Lei Wu, Weinan E

* 23 pages 

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VAEM: a Deep Generative Model for Heterogeneous Mixed Type Data

Jun 21, 2020
Chao Ma, Sebastian Tschiatschek, José Miguel Hernández-Lobato, Richard Turner, Cheng Zhang


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A Mean-field Analysis of Deep ResNet and Beyond: Towards Provable Optimization Via Overparameterization From Depth

Mar 11, 2020
Yiping Lu, Chao Ma, Yulong Lu, Jianfeng Lu, Lexing Ying


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See More, Know More: Unsupervised Video Object Segmentation with Co-Attention Siamese Networks

Jan 19, 2020
Xiankai Lu, Wenguan Wang, Chao Ma, Jianbing Shen, Ling Shao, Fatih Porikli

* CVPR2019 
* CVPR2019. Weblink: https://github.com/carrierlxk/COSNet 

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Machine Learning from a Continuous Viewpoint

Dec 30, 2019
Weinan E, Chao Ma, Lei Wu


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On the Generalization Properties of Minimum-norm Solutions for Over-parameterized Neural Network Models

Dec 15, 2019
Weinan E, Chao Ma, Lei Wu


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Deep Image Deraining Via Intrinsic Rainy Image Priors and Multi-scale Auxiliary Decoding

Nov 25, 2019
Yinglong Wang, Chao Ma, Bing Zeng

* 11 figures, 5 table 

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Global Convergence of Gradient Descent for Deep Linear Residual Networks

Nov 02, 2019
Lei Wu, Qingcan Wang, Chao Ma


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Deep Graph Library: Towards Efficient and Scalable Deep Learning on Graphs

Sep 03, 2019
Minjie Wang, Lingfan Yu, Da Zheng, Quan Gan, Yu Gai, Zihao Ye, Mufei Li, Jinjing Zhou, Qi Huang, Chao Ma, Ziyue Huang, Qipeng Guo, Hao Zhang, Haibin Lin, Junbo Zhao, Jinyang Li, Alexander Smola, Zheng Zhang


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Real-Time Correlation Tracking via Joint Model Compression and Transfer

Jul 23, 2019
Ning Wang, Wengang Zhou, Yibing Song, Chao Ma, Houqiang Li

* 12 pages, 12 figures, submitted to IEEE Transactions on Image Processing 

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Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes

Jun 22, 2019
Yinglong Wang, Qinfeng Shi, Ehsan Abbasnejad, Chao Ma, Xiaoping Ma, Bing Zeng

* 10 pages, 9 figures, 3 tables 

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Barron Spaces and the Compositional Function Spaces for Neural Network Models

Jun 18, 2019
Weinan E, Chao Ma, Lei Wu


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Analysis of the Gradient Descent Algorithm for a Deep Neural Network Model with Skip-connections

Apr 14, 2019
Weinan E, Chao Ma, Qingcan Wang, Lei Wu

* 29 pages, 4 figures 

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