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Niu, Wei

  1. SPViT: Enabling Faster Vision Transformers via Soft Token Pruning
    2021/12/27 by Kong, Zhenglun, Dong, Peiyan, Ma, Xiaolong +9 · 18 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  2. SparCL: Sparse Continual Learning on the Edge
    2022/09/20 by Zifeng Wang, Wang, Zifeng, Zheng Zhan +16 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  3. YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design
    2020/09/12 by Yuxuan Cai, Hongjia Li, Cai, Yuxuan +13 · 4 citations
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics and Sensor-Based Localization
  4. Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search
    2021/08/18 by Zheng Zhan, Zhan, Zheng, Yifan Gong +21 · 5 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #electronic engineering #information engineering
  5. Exploring Token Pruning in Vision State Space Models
    2024/09/27 by Zhan, Zheng, Kong, Zhenglun, Gong, Yifan +8 · 10 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge
    2021/10/26 by Yuan, Geng, Ma, Xiaolong, Niu, Wei +13 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
  7. GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting
    2024/11/09 by Y Victoria Zhang, Wenqi Jia, Zhang, Yangming +5 · 6 citations
    Computer Science · Earth and Planetary Sciences · #3D Surveying and Cultural Heritage #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Image Processing and 3D Reconstruction
  8. LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers
    2024/12/17 by Xuan Shen, Shen, Xuan, Zhao Song +27 · 7 citations
    Computer Science · #Neural Networks and Applications
  9. Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution
    2022/07/25 by Wu, Yushu, Gong, Yifan, Zhao, Pu +7 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  10. Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment
    2024/03/16 by Liu, Jun, Kong, Zhenglun, Zhao, Pu +9 · 5 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting
    2023/03/15 by Gen Li, Jie Ji, Li, Gen +13 · 2 citations
    Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Image and Video Quality Assessment #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #electronic engineering #information engineering
  12. PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices
    2019/09/06 by Ma, Xiaolong, Guo, Fu-Ming, Niu, Wei +5 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Parallel #and Cluster Computing (cs.DC)
  13. An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices
    2020/01/20 by Xiaolong Ma, Ma, Xiaolong, Wei Niu +19 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Machine Learning and ELM
  14. GRIM: A General, Real-Time Deep Learning Inference Framework for Mobile Devices based on Fine-Grained Structured Weight Sparsity
    2021/08/25 by Niu, Wei, Li, Zhengang, Ma, Xiaolong +6 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. Enabling Level-4 Autonomous Driving on a Single 1k Off-the-Shelf Card
    2021/10/12 by Sung, Hsin-Hsuan, Xu, Yuanchao, Guan, Jiexiong +5 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
  16. Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration
    2021/11/22 by Gong, Yifan, Yuan, Geng, Zhan, Zheng +9 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  17. Fast and Memory-Efficient Video Diffusion Using Streamlined Inference
    2024/11/02 by Zhan, Zheng, Wu, Yushu, Gong, Yifan +7 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  18. AdaCM2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction
    2024/11/19 by Yuanbin Man, Ying Huang, Man, Yuanbin +9 · 2 citations
    Computer Science · #Advanced Data Compression Techniques #Image and Signal Denoising Methods #Advanced Image Processing Techniques
  19. QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
    2025/03/20 by Shen, Xuan, Ma, Weize, Liu, Jing +9 · 3 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  20. Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges
    2023/09/14 by Dou, Fei, Ye, Jin, Yuan, Geng +22 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI)
  21. NeurLZ: An Online Neural Learning-Based Method to Enhance Scientific Lossy Compression
    2024/09/09 by Wenqi Jia, Jia, Wenqi, Zhewen Hu +20 · 2 citations
    Computer Science · #Advanced Data Compression Techniques #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Neural Networks and Applications #Parallel #and Cluster Computing (cs.DC)
  22. Structured Agent Distillation for Large Language Model
    2025/05/20 by Liu, Jun, Kong, Zhenglun, Dong, Peiyan +10 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  23. RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory
    2025/08/06 by Jun Liu, Zhenglun Kong, Liu, Jun +26 · 3 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
  24. TSLA: A Task-Specific Learning Adaptation for Semantic Segmentation on Autonomous Vehicles Platform
    2025/08/17 by Liu, Jun, Kong, Zhenglun, Zhao, Pu +9 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)