Theoretical Convergence Analysis and Initialization Comparisons of Deep Soft-Thresholding Networks.

Qingrui Cai

Chunyan Xiong Mengxue Zhang Tong Wei Yihui Huang Jian Cao Qingrui Cai Zhong Chen 0005 Xiaobo Qu 0001 Theoretical Convergence Analysis and Initialization Comparisons of Deep Soft-Thresholding Networks. 2026 February 951-965 37 IEEE Trans. Neural Networks Learn. Syst. 2 https://doi.org/10.1109/TNNLS.2025.3614196 db/journals/tnn/tnn37.html#XiongZWHCCCQ26 streams/journals/tnn

Chen Qian Haoyu Zhang Junnan Ma Liuhong Zhu Qingrui Cai Yu Wang Ruibo Song Lv Li Lin Mei Xianwang Jiang Qin Xu Boyu Jiang Ran Tao Chunmiao Chen Shufang Chen Dongyun Liang Qiu Guo Jianzhong Lin Taishan Kang Mengtian Lu Liyuan Fu Ruibin Huang Huijuan Wan Xu Huang Jianhua Wang Di Guo 0003 Hai Zhong Jianjun Zhou Xiaobo Qu 0001 Robust High-Resolution Multi-Organ Diffusion MRI Using Synthetic-Data-Tuned Prompt Learning. 2025 October abs/2510.15400 CoRR https://doi.org/10.48550/arXiv.2510.15400 db/journals/corr/corr2510.html#abs-2510-15400 streams/journals/corr

Mengxue Zhang Qingrui Cai Yinyin Chen Hang Jin Jianjun Zhou Qiu Guo Peijun Zhao Zhiping Mao Xingxing Zhang Yuyu Xia Xianwang Jiang Qin Xu Chunyan Xiong Yirong Zhou Chengyan Wang Xiaobo Qu 0001 Error Bound Analysis of Physics-Informed Neural Networks-Driven T2 Quantification in Cardiac Magnetic Resonance Imaging. 2025 December abs/2512.14211 CoRR https://doi.org/10.48550/arXiv.2512.14211 db/journals/corr/corr2512.html#abs-2512-14211 streams/journals/corr

Jiayi Xie Hongfeng Li Shaoyi Su Jin Cheng 0003 Qingrui Cai Hanbo Tan Lingyun Zu Xiaobo Qu 0001 Hongbin Han Quantitative analysis of molecular transport in the extracellular space using physics-informed neural network. 108133 2024 171 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2024.108133 db/journals/cbm/cbm171.html#XieLSCCTZQH24

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Chen Qian Zi Wang 0005 Xinlin Zhang Qingrui Cai Taishan Kang Boyu Jiang Ran Tao Zhigang Wu Di Guo 0003 Xiaobo Qu 0001 Physics-informed Deep Diffusion MRI Reconstruction: Break the Bottleneck of Training Data in Artificial Intelligence. 1-5 2023 ISBI https://doi.org/10.1109/ISBI53787.2023.10230538 conf/isbi/2023 db/conf/isbi/isbi2023.html#QianWZCKJTWGQ23

Chen Qian Zi Wang 0005 Xinlin Zhang Qingrui Cai Taishan Kang Boyu Jiang Ran Tao Zhigang Wu Di Guo 0003 Xiaobo Qu 0001 Physics-informed deep diffusion MRI reconstruction: break the bottleneck of training data in artificial intelligence. 2022 abs/2210.11388 CoRR https://doi.org/10.48550/arXiv.2210.11388 db/journals/corr/corr2210.html#abs-2210-11388

Jian Cao Chunmiao Chen Shufang Chen Yinyin Chen Zhong Chen 0005 Jin Cheng 0003 Liyuan Fu Di Guo 0003 Qiu Guo Hongbin Han Ruibin Huang Xu Huang Yihui Huang Boyu Jiang Xianwang Jiang Hang Jin Taishan Kang Hongfeng Li Lv Li Dongyun Liang Jianzhong Lin Mengtian Lu Junnan Ma Zhiping Mao Lin Mei Chen Qian Xiaobo Qu 0001 Ruibo Song Shaoyi Su Hanbo Tan Ran Tao Huijuan Wan Chengyan Wang Jianhua Wang Yu Wang Zi Wang 0005 Tong Wei Zhigang Wu Yuyu Xia Jiayi Xie Chunyan Xiong Qin Xu Haoyu Zhang Mengxue Zhang Xingxing Zhang Xinlin Zhang Peijun Zhao Hai Zhong Jianjun Zhou Yirong Zhou Liuhong Zhu Lingyun Zu