Yuzhang Shang

1. Post-training Quantization on Diffusion Models
   2022/11/28 by Yuzhang Shang, Zhihang Yuan, Shang, Yuzhang +7 · 52 citations
   Computer Science · Medicine · Physics and Astronomy · #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks
2. ASVD: Activation-aware Singular Value Decomposition for Compressing Large Language Models
   2023/12/10 by Zhihang Yuan, Yuzhang Shang, Yuan, Zhihang +10 · 31 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
3. LLM Inference Unveiled: Survey and Roofline Model Insights
   2024/02/26 by Zhihang Yuan, Yuzhang Shang, Yuan, Zhihang +24 · 29 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Mathematics, Computing, and Information Processing
4. PB-LLM: Partially Binarized Large Language Models
   2023/09/29 by Yuzhang Shang, Zhihang Yuan, Shang, Yuzhang +5 · 15 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
5. RPTQ: Reorder-based Post-training Quantization for Large Language Models
   2023/04/03 by Zhihang Yuan, Lin Niu, Yuan, Zhihang +17 · 9 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
6. PTQ4DiT: Post-training Quantization for Diffusion Transformers
   2024/05/25 by Junyi Wu, Wu, Junyi, Haoxuan Wang +7 · 12 citations
   Engineering · Materials Science · Physics and Astronomy · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Magnetic properties of thin films #Phase-change materials and chalcogenides
7. A Closer Look at Time Steps is Worthy of Triple Speed-Up for Diffusion Model Training
   2024/05/27 by Kai Wang, Wang, Kai, Mingjia Shi +14 · 5 citations
   Physics and Astronomy · #Model Reduction and Neural Networks
8. Dataset Quantization with Active Learning based Adaptive Sampling
   2024/07/09 by Zhenghao Zhao, Yuzhang Shang, Zhao, Zhenghao +5 · 5 citations
   Computer Science · #Advanced Data Compression Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Neural Networks and Applications
9. Lipschitz Continuity Retained Binary Neural Network
   2022/07/13 by Yuzhang Shang, Dan Xu, Shang, Yuzhang +9 · 2 citations
   Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Blind Source Separation Techniques #Face and Expression Recognition
10. freePruner: A Training-free Approach for Large Multimodal Model Acceleration
    2024/11/23 by Bingxin Xu, Xu, Bingxin, Yuzhang Shang +7 · 3 citations
    Computer Science · Engineering · #Speech Recognition and Synthesis #Advanced Data Processing Techniques #Anomaly Detection Techniques and Applications
11. Lipschitz Continuity Guided Knowledge Distillation
    2021/08/29 by Yuzhang Shang, Shang, Yuzhang, Bin Duan +7 · 1 citation
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Anomaly Detection Techniques and Applications #Image Enhancement Techniques #Spectroscopy Techniques in Biomedical and Chemical Research
12. Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis
    2025/02/18 by Jiaqi Zhao, Ming Wang, Zhao, Jiaqi +12 · 3 citations
    Medicine · Social Sciences · #Radiology practices and education #Higher Education Learning Practices
13. VGDFR: Diffusion-based Video Generation with Dynamic Latent Frame Rate
    2025/04/16 by Zhihang Yuan, Yuan, Zhihang, Rui Xie +12 · 2 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Vision and Imaging #Video Analysis and Summarization
14. Interpolating Video-LLMs: Toward Longer-sequence LMMs in a Training-free Manner
    2024/09/19 by Yuzhang Shang, Bingxin Xu, Shang, Yuzhang +16 · 1 citation
    Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG) #Muscle activation and electromyography studies #Soft Robotics and Applications
15. Prompt Diffusion Robustifies Any-Modality Prompt Learning
    2024/10/26 by Yingjun Du, Gaowen Liu, Du, Yingjun +9 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Neural Networks and Applications
16. DKDM: Data-Free Knowledge Distillation for Diffusion Models with Any Architecture
    2024/09/05 by Xiang, Qianlong, Miao Zhang, Zhang, Miao +8 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
17. PTQ1.61: Push the Real Limit of Extremely Low-Bit Post-Training Quantization Methods for Large Language Models
    2025/02/18 by Jiaqi Zhao, Zhao, Jiaqi, Miao Zhang +12 · 1 citation
    Computer Science · #Speech Recognition and Synthesis #Natural Language Processing Techniques