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Batch Normalization Is Blind to the First and Second Derivatives of the Loss



Zhanpeng Zhou , Wen Shen , Huixin Chen , Ling Tang , Quanshi Zhang


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Why Adversarial Training of ReLU Networks Is Difficult?



Xu Cheng , Hao Zhang , Yue Xin , Wen Shen , Jie Ren , Quanshi Zhang


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RASAT: Integrating Relational Structures into Pretrained Seq2Seq Model for Text-to-SQL



Jiexing Qi , Jingyao Tang , Ziwei He , Xiangpeng Wan , Chenghu Zhou , Xinbing Wang , Quanshi Zhang , Zhouhan Lin

* 9 pages, first version 

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Towards Theoretical Analysis of Transformation Complexity of ReLU DNNs



Jie Ren , Mingjie Li , Meng Zhou , Shih-Han Chan , Quanshi Zhang


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A Roadmap for Big Model



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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Trap of Feature Diversity in the Learning of MLPs



Dongrui Liu , Shaobo Wang , Jie Ren , Kangrui Wang , Sheng Yin , Quanshi Zhang


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Towards Axiomatic, Hierarchical, and Symbolic Explanation for Deep Models



Jie Ren , Mingjie Li , Qirui Chen , Huiqi Deng , Quanshi Zhang


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Discovering and Explaining the Representation Bottleneck of DNNs



Huiqi Deng , Qihan Ren , Xu Chen , Hao Zhang , Jie Ren , Quanshi Zhang


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