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A Comprehensive Review on Deep Supervision: Theories and Applications


Jul 06, 2022
Renjie Li, Xinyi Wang, Guan Huang, Wenli Yang, Kaining Zhang, Xiaotong Gu, Son N. Tran, Saurabh Garg, Jane Alty, Quan Bai


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Recent Advances for Quantum Neural Networks in Generative Learning


Jun 07, 2022
Jinkai Tian, Xiaoyu Sun, Yuxuan Du, Shanshan Zhao, Qing Liu, Kaining Zhang, Wei Yi, Wanrong Huang, Chaoyue Wang, Xingyao Wu, Min-Hsiu Hsieh, Tongliang Liu, Wenjing Yang, Dacheng Tao

* The first two authors contributed equally to this work 

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Gaussian initializations help deep variational quantum circuits escape from the barren plateau


Mar 17, 2022
Kaining Zhang, Min-Hsiu Hsieh, Liu Liu, Dacheng Tao

* Comments welcome! 

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Quantum algorithm for finding the negative curvature direction in non-convex optimization


Sep 17, 2019
Kaining Zhang, Min-Hsiu Hsieh, Liu Liu, Dacheng Tao

* 29 pages, 2 figures 

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