Publication Understanding Generalization Error of SGD in Nonconvex Optimization Yi Zhou, Huishuai Zhang, Yingbin Liang International Conference on Acoustics, Speech, and Signal Processing (ICASSP) | May 2019
Publication SGD Converges to Global Minimum in Deep Learning via Star-convex Path Yi Zhou, Junjie Yang, Huishuai Zhang, Yingbin Liang, Vahid Tarokh International Conference on Learning Representations (ICLR) | May 2019
Publication Cumulative Activation in Social Networks Xiaohan Shan, Wei Chen, Qiang Li, Xiaoming Sun, Jialin Zhang Science China Information Sciences | May 2019, Vol 62
Publication High-Order Statistical Modeling Based on Decision Tree for Distributed Video Coding Jia Yang, Linbo Qing, Wenjun Zeng, Xiaohai He IEEE Transactions on Circuits and Systems for Video Technology | May 2019, Vol 29(5): pp. 1488-1502
Publication G-SGD: Optimizing ReLU Neural Networks in its Positively Scale-Invariant Space Qi Meng, Shuxin Zheng, Huishuai Zhang, Wei Chen, Qiwei Ye, Zhi-Ming Ma, Nenghai Yu, Tie-Yan Liu International Conference on Learning Representations | May 2019
Publication Unsupervised Learning for Cell-level Visual Representation in Histopathology Images with Generative Adversarial Networks Bo Hu, Ye Tang, Eric Chang, Yubo Fan, Maode Lai, Yan Xu IEEE Journal of Biomedical and Health Informatics | May 2019 Project
Publication Astra: Exploiting Predictability to Optimize Deep Learning Muthian Sivathanu, Tapan Chugh, Sanjay S. Singapuram, Lidong Zhou ACM Symposium on Architectural Support for Programming Languages and Operating Systems (ASPLOS 2019) | April 2019 Project Project Project
Publication CAN-NER: Convolutional Attention Network for Chinese Named Entity Recognition Yuying Zhu, Guoxin Wang, Börje F. Karlsson https://arxiv.org/abs/1904.02141 | April 2019 Published by Microsoft Accepted at NAACL 2019. Project Project
Publication Learning Attentional Recurrent Neural Network for Visual Tracking Qiurui Wang, Chun Yuan, Jingdong Wang, Wenjun Zeng IEEE Transactions on Multimedia | April 2019, Vol 21(4): pp. 930-942
Publication High-Speed Hyperspectral Video Acquisition by Combining Nyquist and Compressive Sampling Lizhi Wang, Zhiwei Xiong, Hua Huang, Guangming Shi, Feng Wu, Wenjun Zeng IEEE Transactions on Pattern Analysis and Machine Intelligence | April 2019, Vol 41(4): pp. 857-870
Research
Research