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Wei Niu

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Efficient Pruning of Large Language Model with Adaptive Estimation Fusion

Mar 16, 2024
Jun Liu, Chao Wu, Changdi Yang, Hao Tang, Haoye Dong, Zhenglun Kong, Geng Yuan, Wei Niu, Dong Huang, Yanzhi Wang

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SoD$^2$: Statically Optimizing Dynamic Deep Neural Network

Feb 29, 2024
Wei Niu, Gagan Agrawal, Bin Ren

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EdgeQAT: Entropy and Distribution Guided Quantization-Aware Training for the Acceleration of Lightweight LLMs on the Edge

Feb 16, 2024
Xuan Shen, Zhenglun Kong, Changdi Yang, Zhaoyang Han, Lei Lu, Peiyan Dong, Cheng Lyu, Chih-hsiang Li, Xuehang Guo, Zhihao Shu, Wei Niu, Miriam Leeser, Pu Zhao, Yanzhi Wang

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Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges

Sep 14, 2023
Fei Dou, Jin Ye, Geng Yuan, Qin Lu, Wei Niu, Haijian Sun, Le Guan, Guoyu Lu, Gengchen Mai, Ninghao Liu, Jin Lu, Zhengliang Liu, Zihao Wu, Chenjiao Tan, Shaochen Xu, Xianqiao Wang, Guoming Li, Lilong Chai, Sheng Li, Jin Sun, Hongyue Sun, Yunli Shao, Changying Li, Tianming Liu, Wenzhan Song

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Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting

Mar 15, 2023
Gen Li, Jie Ji, Minghai Qin, Wei Niu, Bin Ren, Fatemeh Afghah, Linke Guo, Xiaolong Ma

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SparCL: Sparse Continual Learning on the Edge

Sep 20, 2022
Zifeng Wang, Zheng Zhan, Yifan Gong, Geng Yuan, Wei Niu, Tong Jian, Bin Ren, Stratis Ioannidis, Yanzhi Wang, Jennifer Dy

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Survey: Exploiting Data Redundancy for Optimization of Deep Learning

Aug 29, 2022
Jou-An Chen, Wei Niu, Bin Ren, Yanzhi Wang, Xipeng Shen

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Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution

Jul 25, 2022
Yushu Wu, Yifan Gong, Pu Zhao, Yanyu Li, Zheng Zhan, Wei Niu, Hao Tang, Minghai Qin, Bin Ren, Yanzhi Wang

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Real-Time Portrait Stylization on the Edge

Jun 02, 2022
Yanyu Li, Xuan Shen, Geng Yuan, Jiexiong Guan, Wei Niu, Hao Tang, Bin Ren, Yanzhi Wang

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SPViT: Enabling Faster Vision Transformers via Soft Token Pruning

Dec 27, 2021
Zhenglun Kong, Peiyan Dong, Xiaolong Ma, Xin Meng, Wei Niu, Mengshu Sun, Bin Ren, Minghai Qin, Hao Tang, Yanzhi Wang

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