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Sui, Yang

  1. 70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float (DFloat11)
    2025/04/15 by Tianyi Zhang, Mohsen Hariri, Zhang, Tianyi +11 · 17 voices · 5 citations
    Computer Science · #Parallel Computing and Optimization Techniques #Big Data and Digital Economy #Natural Language Processing Techniques
  2. Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models
    2025/03/20 by Sui, Yang, Chuang, Yu-Neng, Wang, Guanchu +9 · 133 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  3. DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models
    2024/11/22 by Can Qin, Tao, Keda, Haoxuan You +6 · 29 citations
    Computer Science · #Video Analysis and Summarization #Advanced Data Compression Techniques #Multimodal Machine Learning Applications
  4. BitsFusion: 1.99 bits Weight Quantization of Diffusion Model
    2024/06/06 by Yang Sui, Sui, Yang, Yanyu Li +17 · 1 voice · 8 citations
    #cs.CV
  5. CHIP: CHannel Independence-based Pruning for Compact Neural Networks
    2021/10/26 by Sui, Yang, Yin, Miao, Xie, Yi +3 · 8 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework
    2021/07/26 by Miao Yin, Yin, Miao, Yang Sui +5 · 7 citations
    Mathematics · Computer Science · #Tensor decomposition and applications #Advanced Neural Network Applications
  7. MoE-I2: Compressing Mixture of Experts Models through Inter-Expert Pruning and Intra-Expert Low-Rank Decomposition
    2024/11/01 by Cheng Yang, Yang, Cheng, Yang Sui +17 · 15 citations
    Computer Science · #Machine Learning in Healthcare #Expert finding and Q&A systems
  8. HoliTom: Holistic Token Merging for Fast Video Large Language Models
    2025/05/27 by Shao, Kele, Tao, Keda, Can Qin +6 · 20 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
  9. TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model
    2025/03/24 by Yang, Cheng, Sui, Yang, Xiao, Jinqi +8 · 15 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  10. SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device
    2024/12/13 by Yushu Wu, Zhixing Zhang, Wu, Yushu +24 · 8 citations
    Social Sciences · Computer Science · #Multimedia Communication and Technology #Interactive and Immersive Displays
  11. A Survey of Token Compression for Efficient Multimodal Large Language Models
    2025/07/27 by Shao, Kele, Kejia Zhang, Tao, Keda +13 · 14 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications #Speech Recognition and Synthesis
  12. Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization
    2025/02/06 by Chuang, Yu-Neng, Yu, Leisheng, Wang, Guanchu +6 · 6 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks
    2024/01/18 by Sui, Yang, Yin, Miao, Gong, Yu +3 · 2 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  14. Plug-and-Play 1.x-Bit KV Cache Quantization for Video Large Language Models
    2025/03/20 by Keda Tao, Haoxuan You, Tao, Keda +6 · 6 citations
    Computer Science · #Advanced Data Compression Techniques #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  15. AutoL2S: Auto Long-Short Reasoning for Efficient Large Language Models
    2025/05/28 by Luo, Feng, Chuang, Yu-Neng, Wang, Guanchu +8 · 7 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  16. Reconstruction Distortion of Learned Image Compression with Imperceptible Perturbations
    2023/06/01 by Sui, Yang, Zhuohang Li, Li, Zhuohang +10 · 1 citation
    Computer Science · Engineering · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Image Processing Techniques and Applications
  17. DisDet: Exploring Detectability of Backdoor Attack on Diffusion Models
    2024/02/05 by Huy Phan, Sui, Yang, Jinqi Xiao +14 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Network Security and Intrusion Detection
  18. Combining Experimental and Historical Data for Policy Evaluation
    2024/06/01 by Li, Ting, Shi, Chengchun, Wen, Qianglin +4 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
  19. Multi-task Learning for Heterogeneous Data via Integrating Shared and Task-Specific Encodings
    2025/05/30 by Yang Sui, Sui, Yang, Qi Xu +5 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME) #Speech Recognition and Synthesis