Xinyin Ma
- DeepCache: Accelerating Diffusion Models for Free
2023/12/01 by Xinyin Ma, Ma, Xinyin, Gongfan Fang +3 · 1 voice · 69 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Cell Image Analysis Techniques #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #cs.AI #cs.CV
- LLM-Pruner: On the Structural Pruning of Large Language Models
2023/05/19 by Xinyin Ma, Gongfan Fang, Ma, Xinyin +3 · 108 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- DepGraph: Towards Any Structural Pruning
2023/01/30 by Gongfan Fang, Xinyin Ma, Fang, Gongfan +7 · 33 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Multimodal Machine Learning Applications
- Structural Pruning for Diffusion Models
2023/05/18 by Gongfan Fang, Xinyin Ma, Fang, Gongfan +3 · 30 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Music and Audio Processing #Topic Modeling
- Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching
2024/06/03 by Xinyin Ma, Gongfan Fang, Ma, Xinyin +5 · 31 citations
Engineering · #Analog and Mixed-Signal Circuit Design #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Low-power high-performance VLSI design #Machine Learning (cs.LG)
- dKV-Cache: The Cache for Diffusion Language Models
2025/05/21 by Xinyin Ma, Ma, Xinyin, Ruotong Yu +5 · 48 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding
2025/05/22 by Runpeng Yu, Yu, Runpeng, Xinyin Ma +3 · 39 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- Thinkless: LLM Learns When to Think
2025/05/19 by Gongfan Fang, Xinyin Ma, Fang, Gongfan +3 · 40 citations
Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Efficient Reasoning Models: A Survey
2025/04/15 by Sicheng Feng, Feng, Sicheng, Gongfan Fang +5 · 29 citations
Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #FOS: Computer and information sciences #Semantic Web and Ontologies
- TinyFusion: Diffusion Transformers Learned Shallow
2024/12/02 by Gongfan Fang, Fang, Gongfan, K. Li +5 · 15 citations
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
- Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient
2024/11/26 by Zigeng Chen, Chen, Zigeng, Xinyin Ma +5 · 9 citations
Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neural Networks and Applications
- AsyncDiff: Parallelizing Diffusion Models by Asynchronous Denoising
2024/06/11 by Chen, Zigeng, Xinyin Ma, Gongfan Fang +6 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition
2021/05/14 by Yongliang Shen, Shen, Yongliang, Xinyin Ma +9 · 3 citations
Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Isomorphic Pruning for Vision Models
2024/07/05 by Gongfan Fang, Xinyin Ma, Fang, Gongfan +5 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SlimSAM: 0.1% Data Makes Segment Anything Slim
2023/12/08 by Zigeng Chen, Chen, Zigeng, Gongfan Fang +5 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Context-Aware Activity Recognition Systems #Data Stream Mining Techniques #FOS: Computer and information sciences
- LiteFocus: Accelerated Diffusion Inference for Long Audio Synthesis
2024/07/15 by Zhenxiong Tan, Xinyin Ma, Tan, Zhenxiong +5 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
- Remix-DiT: Mixing Diffusion Transformers for Multi-Expert Denoising
2024/12/07 by Gongfan Fang, Xinyin Ma, Fang, Gongfan +3 · 1 citation
Computer Science · #Image and Signal Denoising Methods