Shen, Xuan
- Efficient Reasoning with Hidden Thinking
2025/01/31 by Xuan Shen, Shen, Xuan, Yizhou Wang +12 · 11 voices · 14 citations
Computer Science · #Intelligent Tutoring Systems and Adaptive Learning #AI-based Problem Solving and Planning #Logic, Reasoning, and Knowledge
- SPViT: Enabling Faster Vision Transformers via Soft Token Pruning
2021/12/27 by Kong, Zhenglun, Dong, Peiyan, Ma, Xiaolong +9 · 23 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)
- Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge
2023/12/09 by Xuan Shen, Peiyan Dong, Shen, Xuan +13 · 8 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- 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)
- A Survey of Small Language Models
2024/10/25 by Van Nguyen, Chien, Shen, Xuan, Aponte, Ryan +25 · 7 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers
2024/12/17 by Xuan Shen, Zhao Song, Shen, Xuan +27 · 7 citations
Computer Science · #Neural Networks and Applications
- Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training
2022/11/19 by Zhenglun Kong, Kong, Zhenglun, Haoyu Ma +27 · 3 citations
Engineering · Computer Science · #Advanced Image Fusion Techniques #CCD and CMOS Imaging Sensors #Image Enhancement Techniques
- Squat: Quant Small Language Models on the Edge
2024/02/16 by Xuan Shen, Shen, Xuan, Peiyan Dong +17 · 4 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Advancements in Photolithography Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
- Numerical Pruning for Efficient Autoregressive Models
2024/12/17 by Shen, Xuan, Zhao Song, Yufa Zhou +26 · 6 citations
Computer Science · #Matrix Theory and Algorithms
- 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)
- Pruning Foundation Models for High Accuracy without Retraining
2024/10/21 by Zhao, Pu, Sun, Fei, Shen, Xuan +4 · 6 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Rethinking Token Reduction for State Space Models
2024/10/16 by Zheng Zhan, Zhan, Zheng, Yushu Wu +14 · 4 citations
Decision Sciences · Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Real-time simulation and control systems #Simulation Techniques and Applications
- Search for Efficient Large Language Models
2024/09/25 by Pu Zhao, Shen, Xuan, Yifan Gong +16 · 4 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text and Document Classification Technologies
- Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?
2021/07/01 by Ma, Xiaolong, Yuan, Geng, Shen, Xuan +8 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance
2025/05/17 by Xuan Shen, C. C. Han, Shen, Xuan +17 · 5 citations
Computer Science · #Advanced Image Processing Techniques #Image and Signal Denoising Methods #Advanced Vision and Imaging
- 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
- FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the Edge
2025/05/17 by Xuan Shen, Shen, Xuan, Wanjing Ma +23 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Video Coding and Compression Technologies
- 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)