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On Perceptual Lossy Compression: The Cost of Perceptual Reconstruction and An Optimal Training Framework

Jun 05, 2021
Zeyu Yan, Fei Wen, Rendong Ying, Chao Ma, Peilin Liu

* ICML 2021 

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The Sobolev Regularization Effect of Stochastic Gradient Descent

May 27, 2021
Chao Ma, Lexing Ying

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Learning Transferable Kinematic Dictionary for 3D Human Pose and Shape Reconstruction

Apr 21, 2021
Ze Ma, Yifan Yao, Pan Ji, Chao Ma

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Nonlinear Weighted Directed Acyclic Graph and A Priori Estimates for Neural Networks

Mar 30, 2021
Yuqing Li, Tao Luo, Chao Ma

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IoU Attack: Towards Temporally Coherent Black-Box Adversarial Attack for Visual Object Tracking

Mar 27, 2021
Shuai Jia, Yibing Song, Chao Ma, Xiaokang Yang

* Accepted by CVPR2021 

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Continual Learning for Blind Image Quality Assessment

Feb 19, 2021
Weixia Zhang, Dingquan Li, Chao Ma, Guangtao Zhai, Xiaokang Yang, Kede Ma

* 14 pages, 6 figures 

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Achieving Adversarial Robustness Requires An Active Teacher

Dec 14, 2020
Chao Ma, Lexing Ying

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FIT: a Fast and Accurate Framework for Solving Medical Inquiring and Diagnosing Tasks

Dec 02, 2020
Weijie He, Xiaohao Mao, Chao Ma, José Miguel Hernández-Lobato, Ting Chen

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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: 

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