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Gaussian Dynamic Convolution for Efficient Single-Image Segmentation


May 23, 2021
Xin Sun, Changrui Chen, Xiaorui Wang, Junyu Dong, Huiyu Zhou, Sheng Chen


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Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report


May 17, 2021
Andrey Ignatov, Grigory Malivenko, Radu Timofte, Sheng Chen, Xin Xia, Zhaoyan Liu, Yuwei Zhang, Feng Zhu, Jiashi Li, Xuefeng Xiao, Yuan Tian, Xinglong Wu, Christos Kyrkou, Yixin Chen, Zexin Zhang, Yunbo Peng, Yue Lin, Saikat Dutta, Sourya Dipta Das, Nisarg A. Shah, Himanshu Kumar, Chao Ge, Pei-Lin Wu, Jin-Hua Du, Andrew Batutin, Juan Pablo Federico, Konrad Lyda, Levon Khojoyan, Abhishek Thanki, Sayak Paul, Shahid Siddiqui

* Mobile AI 2021 Workshop and Challenges: https://ai-benchmark.com/workshops/mai/2021/. arXiv admin note: substantial text overlap with arXiv:2105.08630; text overlap with arXiv:2105.07825, arXiv:2105.07809, arXiv:2105.08629 

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MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks


May 13, 2021
Menghui Zhu, Minghuan Liu, Jian Shen, Zhicheng Zhang, Sheng Chen, Weinan Zhang, Deheng Ye, Yong Yu, Qiang Fu, Wei Yang

* Paper accepted at IJCAI 2021 

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Group Feature Learning and Domain Adversarial Neural Network for aMCI Diagnosis System Based on EEG


Apr 28, 2021
Chen-Chen Fan, Haiqun Xie, Liang Peng, Hongjun Yang, Zhen-Liang Ni, Guan'an Wang, Yan-Jie Zhou, Sheng Chen, Zhijie Fang, Shuyun Huang, Zeng-Guang Hou

* This paper has been accepted by 2021 International Conference on Robotics and Automation (ICRA 2021) 

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Deep Learning Assisted Calibrated Beam Training for Millimeter-Wave Communication Systems


Jan 22, 2021
Ke Ma, Dongxuan He, Hancun Sun, Zhaocheng Wang, Sheng Chen

* Submitted to IEEE Transactions on Communications 

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Towards Playing Full MOBA Games with Deep Reinforcement Learning


Dec 31, 2020
Deheng Ye, Guibin Chen, Wen Zhang, Sheng Chen, Bo Yuan, Bo Liu, Jia Chen, Zhao Liu, Fuhao Qiu, Hongsheng Yu, Yinyuting Yin, Bei Shi, Liang Wang, Tengfei Shi, Qiang Fu, Wei Yang, Lanxiao Huang, Wei Liu

* NeurIPS 2020 

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Which Heroes to Pick? Learning to Draft in MOBA Games with Neural Networks and Tree Search


Dec 18, 2020
Sheng Chen, Menghui Zhu, Deheng Ye, Weinan Zhang, Qiang Fu, Wei Yang


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Supervised Learning Achieves Human-Level Performance in MOBA Games: A Case Study of Honor of Kings


Nov 25, 2020
Deheng Ye, Guibin Chen, Peilin Zhao, Fuhao Qiu, Bo Yuan, Wen Zhang, Sheng Chen, Mingfei Sun, Xiaoqian Li, Siqin Li, Jing Liang, Zhenjie Lian, Bei Shi, Liang Wang, Tengfei Shi, Qiang Fu, Wei Yang, Lanxiao Huang

* IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 

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Quantum Criticism: A Tagged News Corpus Analysed for Sentiment and Named Entities


Jun 05, 2020
Ashwini Badgujar, Sheng Chen, Andrew Wang, Kai Yu, Paul Intrevado, David Guy Brizan


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DeepSquare: Boosting the Learning Power of Deep Convolutional Neural Networks with Elementwise Square Operators


Jun 12, 2019
Sheng Chen, Xu Wang, Chao Chen, Yifan Lu, Xijin Zhang, Linfu Wen

* We has submitted this paper to a conference before March 22, 2019. We will improve this paper according to the received reviews. The code will be released if the paper is accepted for publication 

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Inferring Remote Channel State Information: Cramér-Rao Lower Bound and Deep Learning Implementation


Dec 04, 2018
Zhiyuan Jiang, Ziyan He, Sheng Chen, Andreas F. Molisch, Sheng Zhou, Zhisheng Niu

* To appear at GLOBECOM 2018 

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Time-Sequence Channel Inference for Beam Alignment in Vehicular Networks


Dec 04, 2018
Sheng Chen, Zhiyuan Jiang, Sheng Zhou, Zhisheng Niu

* Presented at IEEE GlobalSIP 2018 

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Exploiting Wireless Channel State Information Structures Beyond Linear Correlations: A Deep Learning Approach


Dec 03, 2018
Zhiyuan Jiang, Sheng Chen, Andreas F. Molisch, Rath Vannithamby, Sheng Zhou, Zhisheng Niu

* To appear in IEEE Commun. Mag. SI on Applications of Artificial Intelligence in Wireless Communications 

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Global Norm-Aware Pooling for Pose-Robust Face Recognition at Low False Positive Rate


Aug 01, 2018
Sheng Chen, Jia Guo, Yang Liu, Xiang Gao, Zhen Han


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MobileFaceNets: Efficient CNNs for Accurate Real-Time Face Verification on Mobile Devices


Jun 15, 2018
Sheng Chen, Yang Liu, Xiang Gao, Zhen Han

* Accepted as a conference paper at CCBR 2018. Camera-ready version 

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Sparse Linear Isotonic Models


Oct 16, 2017
Sheng Chen, Arindam Banerjee


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DocTag2Vec: An Embedding Based Multi-label Learning Approach for Document Tagging


Jul 14, 2017
Sheng Chen, Akshay Soni, Aasish Pappu, Yashar Mehdad

* 10 pages 

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Alternating Estimation for Structured High-Dimensional Multi-Response Models


Jun 29, 2016
Sheng Chen, Arindam Banerjee


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Structured Matrix Recovery via the Generalized Dantzig Selector


Apr 12, 2016
Sheng Chen, Arindam Banerjee


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Estimation with Norm Regularization


Nov 30, 2015
Arindam Banerjee, Sheng Chen, Farideh Fazayeli, Vidyashankar Sivakumar

* Fixed technical issues. Generalized some results 

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l1-norm Penalized Orthogonal Forward Regression


Sep 04, 2015
Xia Hong, Sheng Chen, Yi Guo, Junbin Gao


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Generalized Dantzig Selector: Application to the k-support norm


Feb 02, 2015
Soumyadeep Chatterjee, Sheng Chen, Arindam Banerjee

* Updates to bound 

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