Gongfan Fang
- DeepCache: Accelerating Diffusion Models for Free
2023/12/01 by Xinyin Ma, Gongfan Fang, Ma, Xinyin +3 · 1 voice · 67 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, Ma, Xinyin, Gongfan Fang +3 · 106 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, Fang, Gongfan, Xinyin Ma +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 · 27 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, Ma, Xinyin, Gongfan Fang +5 · 29 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, Ruotong Yu, Ma, Xinyin +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
- MaskLLM: Learnable Semi-Structured Sparsity for Large Language Models
2024/09/26 by Gongfan Fang, Hongxu Yin, Fang, Gongfan +13 · 16 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- Thinkless: LLM Learns When to Think
2025/05/19 by Gongfan Fang, Fang, Gongfan, Xinyin Ma +3 · 36 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
- Contrastive Model Inversion for Data-Free Knowledge Distillation
2021/05/18 by Gongfan Fang, Jie Song, Fang, Gongfan +9 · 6 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Geophysical Methods and Applications #Machine Learning (cs.LG)
- Knowledge Amalgamation from Heterogeneous Networks by Common Feature Learning
2019/06/24 by Sihui Luo, Luo, Sihui, Xinchao Wang +9 · 5 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Data-Free Adversarial Distillation
2019/12/23 by Gongfan Fang, Fang, Gongfan, Jie Song +9 · 5 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- 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 Xinyin Ma, Chen, Zigeng, Ma, Xinyin +6 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Isomorphic Pruning for Vision Models
2024/07/05 by Gongfan Fang, Fang, Gongfan, Xinyin Ma +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
- PointLoRA: Low-Rank Adaptation with Token Selection for Point Cloud Learning
2025/04/22 by Song Wang, Wang, Song, Xiaolu Liu +15 · 2 citations
Engineering · Earth and Planetary Sciences · Environmental Science · #3D Shape Modeling and Analysis #3D Surveying and Cultural Heritage #Remote Sensing and LiDAR Applications
- 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