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An Automatic and Efficient BERT Pruning for Edge AI Systems



Shaoyi Huang , Ning Liu , Yueying Liang , Hongwu Peng , Hongjia Li , Dongkuan Xu , Mimi Xie , Caiwen Ding


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A No-reference Quality Assessment Metric for Point Cloud Based on Captured Video Sequences



Yu Fan , Zicheng Zhang , Wei Sun , Xiongkuo Min , Wei Lu , Tao Wang , Ning Liu , Guangtao Zhai


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Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization



Sanjeev Kumar Karn , Ning Liu , Hinrich Schuetze , Oladimeji Farri

* 60th Annual Meeting of the Association for Computational Linguistics, Dublin, Ireland, 2022 
* Accepted at 60th Annual Meeting of the Association for Computational Linguistics 2022 Main Conference 

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A Computational Efficient Maximum Likelihood Direct Position Determination Approach for Multiple Emitters Using Angle and Doppler Measurements



Ziqiang Wang , Yimao Sun , Qun Wan , Lei Xie , Ning Liu

* 23 pages, 7 figures, 38 references 

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MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge



Geng Yuan , Xiaolong Ma , Wei Niu , Zhengang Li , Zhenglun Kong , Ning Liu , Yifan Gong , Zheng Zhan , Chaoyang He , Qing Jin , Siyue Wang , Minghai Qin , Bin Ren , Yanzhi Wang , Sijia Liu , Xue Lin

* NeurIPS 2021 Spotlight Paper 

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CATRO: Channel Pruning via Class-Aware Trace Ratio Optimization



Wenzheng Hu , Ning Liu , Zhengping Che , Mingyang Li , Jian Tang , Changshui Zhang , Jianqiang Wang


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Scalable Rule-Based Representation Learning for Interpretable Classification



Zhuo Wang , Wei Zhang , Ning Liu , Jianyong Wang

* Accepted by NeurIPS 2021; Interpretable ML; Neuro-Symbolic AI 

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Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?



Xiaolong Ma , Geng Yuan , Xuan Shen , Tianlong Chen , Xuxi Chen , Xiaohan Chen , Ning Liu , Minghai Qin , Sijia Liu , Zhangyang Wang , Yanzhi Wang


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Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI



Geng Yuan , Zhiheng Liao , Xiaolong Ma , Yuxuan Cai , Zhenglun Kong , Xuan Shen , Jingyan Fu , Zhengang Li , Chengming Zhang , Hongwu Peng , Ning Liu , Ao Ren , Jinhui Wang , Yanzhi Wang

* In Proceedings of the 22nd International Symposium on Quality Electronic Design (ISQED), 2021 

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Robotic Electrospinning Actuated by Non-Circular Joint Continuum Manipulator for Endoluminal Therapy



Zicong Wu , Chuqian Lou , Zhu Jin , Shaoping Huang , Ning Liu , Yun Zou , Mirko Kovac , Anzhu Gao , Guang-Zhong Yang


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