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A Roadmap for Big Model


Apr 02, 2022
Sha Yuan , Hanyu Zhao , Shuai Zhao , Jiahong Leng , Yangxiao Liang , Xiaozhi Wang , Jifan Yu , Xin Lv , Zhou Shao , Jiaao He , Yankai Lin , Xu Han , Zhenghao Liu , Ning Ding , Yongming Rao , Yizhao Gao , Liang Zhang , Ming Ding , Cong Fang , Yisen Wang , Mingsheng Long , Jing Zhang , Yinpeng Dong , Tianyu Pang , Peng Cui , Lingxiao Huang , Zheng Liang , Huawei Shen , Hui Zhang , Quanshi Zhang , Qingxiu Dong , Zhixing Tan , Mingxuan Wang , Shuo Wang , Long Zhou , Haoran Li , Junwei Bao , Yingwei Pan , Weinan Zhang , Zhou Yu , Rui Yan , Chence Shi , Minghao Xu , Zuobai Zhang , Guoqiang Wang , Xiang Pan , Mengjie Li , Xiaoyu Chu , Zijun Yao , Fangwei Zhu , Shulin Cao , Weicheng Xue , Zixuan Ma , Zhengyan Zhang , Shengding Hu , Yujia Qin , Chaojun Xiao , Zheni Zeng , Ganqu Cui , Weize Chen , Weilin Zhao , Yuan Yao , Peng Li , Wenzhao Zheng , Wenliang Zhao , Ziyi Wang , Borui Zhang , Nanyi Fei , Anwen Hu , Zenan Ling , Haoyang Li , Boxi Cao , Xianpei Han , Weidong Zhan , Baobao Chang , Hao Sun , Jiawen Deng , Chujie Zheng , Juanzi Li , Lei Hou , Xigang Cao , Jidong Zhai , Zhiyuan Liu , Maosong Sun , Jiwen Lu , Zhiwu Lu , Qin Jin , Ruihua Song , Ji-Rong Wen , Zhouchen Lin , Liwei Wang , Hang Su , Jun Zhu , Zhifang Sui , Jiajun Zhang , Yang Liu , Xiaodong He , Minlie Huang , Jian Tang , Jie Tang

* arXiv admin note: text overlap with arXiv:2107.06499 by other authors 

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Layer-Peeled Model: Toward Understanding Well-Trained Deep Neural Networks


Feb 15, 2021
Cong Fang , Hangfeng He , Qi Long , Weijie J. Su


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Mathematical Models of Overparameterized Neural Networks


Dec 27, 2020
Cong Fang , Hanze Dong , Tong Zhang

* Proceedings of the IEEE, 2021 

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Improved Analysis of Clipping Algorithms for Non-convex Optimization


Oct 29, 2020
Bohang Zhang , Jikai Jin , Cong Fang , Liwei Wang

* 41 pages, 12 figures, to appear in NeurIPS 2020. arXiv admin note: text overlap with arXiv:1905.11881 by other authors 

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Modeling from Features: a Mean-field Framework for Over-parameterized Deep Neural Networks


Jul 03, 2020
Cong Fang , Jason D. Lee , Pengkun Yang , Tong Zhang


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Convex Formulation of Overparameterized Deep Neural Networks


Nov 18, 2019
Cong Fang , Yihong Gu , Weizhong Zhang , Tong Zhang


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Over Parameterized Two-level Neural Networks Can Learn Near Optimal Feature Representations


Oct 25, 2019
Cong Fang , Hanze Dong , Tong Zhang


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A Stochastic Trust Region Method for Non-convex Minimization


Mar 04, 2019
Zebang Shen , Pan Zhou , Cong Fang , Alejandro Ribeiro


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