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Jianfei Chen

  1. DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps
    2022/06/02 by Cheng Lü, Cheng Lu, Yuhao Zhou +11 · 1 voice · 263 citations
    Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Model Reduction and Neural Networks #cs.LG #stat.ML
  2. DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models
    2022/11/02 by Cheng Lu, Lu, Cheng, Y. Zhou +9 · 130 citations
    Computer Science · Physics and Astronomy · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Stochastic Gradient Optimization Techniques
  3. Training Transformers with 4-bit Integers
    2023/06/21 by Haocheng Xi, Changhao Li, Xi, Haocheng +5 · 1 voice · 11 citations
    Computer Science · #cs.LG #cs.NE
  4. DPM-Solver-v3: Improved Diffusion ODE Solver with Empirical Model Statistics
    2023/10/20 by Kaiwen Zheng, Zheng, Kaiwen, Cheng Lü +5 · 35 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning and Data Classification
  5. SpargeAttention: Accurate and Training-free Sparse Attention Accelerating Any Model Inference
    2025/02/25 by Jintao Zhang, Zhang, Jintao, Chendong Xiang +11 · 53 citations
    Computer Science · #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 #Machine Learning (cs.LG) #Performance (cs.PF) #Topic Modeling
  6. SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration
    2024/10/03 by Jintao Zhang, Zhang, Jintao, Wei Jia +8 · 34 citations
    Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Seismology and Earthquake Studies
  7. Contrastive Energy Prediction for Exact Energy-Guided Diffusion Sampling in Offline Reinforcement Learning
    2023/04/25 by Cheng Lu, Lu, Cheng, Huayu Chen +9 · 20 citations
    Computer Science · Medicine · Physics and Astronomy · #Advanced Neuroimaging Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks
  8. SageAttention2: Efficient Attention with Thorough Outlier Smoothing and Per-thread INT4 Quantization
    2024/11/17 by Jintao Zhang, Zhang, Jintao, Haofeng Huang +9 · 25 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Seismology and Earthquake Studies
  9. Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs
    2023/05/06 by Kaiwen Zheng, Zheng, Kaiwen, Cheng Lü +5 · 13 citations
    Engineering · #Advanced Measurement and Metrology Techniques #FOS: Computer and information sciences #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #Turbomachinery Performance and Optimization
  10. ReMoE: Fully Differentiable Mixture-of-Experts with ReLU Routing
    2024/12/19 by Ziteng Wang, Wang, Ziteng, Jianfei Chen +2 · 16 citations
    Computer Science · Decision Sciences · #Mobile Crowdsensing and Crowdsourcing #Advanced Bandit Algorithms Research #Distributed Sensor Networks and Detection Algorithms
  11. ActNN: Reducing Training Memory Footprint via 2-Bit Activation Compressed Training
    2021/04/29 by Jianfei Chen, Lianmin Zheng, Chen, Jianfei +11 · 5 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  12. SageAttention3: Microscaling FP4 Attention for Inference and An Exploration of 8-Bit Training
    2025/05/16 by Jintao Zhang, Wei Jia, Zhang, Jintao +15 · 14 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Performance (cs.PF)
  13. WarpLDA: a Cache Efficient O(1) Algorithm for Latent Dirichlet Allocation
    2015/10/29 by Jianfei Chen, Kaiwei Li, Chen, Jianfei +5 · 2 citations
    Computer Science · #Algorithms and Data Compression #Bayesian Methods and Mixture Models #Distributed #FOS: Computer and information sciences #G.3 #G.4 #H.3.4 #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Topic Modeling #and Cluster Computing (cs.DC)
  14. Large Scale Diffusion Distillation via Score-Regularized Continuous-Time Consistency
    2025/10/09 by Kaiwen Zheng, Zheng, Kaiwen, Qianli Ma +16 · 18 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Generative Adversarial Networks and Image Synthesis #Image and Video Quality Assessment #Cell Image Analysis Techniques
  15. Memory Efficient Optimizers with 4-bit States
    2023/09/04 by Bingrui Li, Jianfei Chen, Li, Bingrui +3 · 4 citations
    Computer Science · #Machine Learning and Data Classification #Anomaly Detection Techniques and Applications #Advanced Neural Network Applications
  16. A Statistical Framework for Low-bitwidth Training of Deep Neural Networks
    2020/10/27 by Jianfei Chen, Chen, Jianfei, Yu Gai +7 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  17. SageAttention2++: A More Efficient Implementation of SageAttention2
    2025/05/27 by Jintao Zhang, Zhang, Jintao, Xiaoming Xu +13 · 7 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  18. Streaming Gibbs Sampling for LDA Model
    2016/01/06 by Yang Gao, Jianfei Chen, Gao, Yang +3 · 1 citation
    Computer Science · Mathematics · #Gaussian Processes and Bayesian Inference #Statistical Methods and Inference #Bayesian Methods and Mixture Models
  19. TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times
    2025/12/18 by Jintao Zhang, Kaiwen Zheng, Zhang, Jintao +13 · 1 voice · 1 citation
    #cs.CV #cs.AI #cs.LG
  20. Accurate INT8 Training Through Dynamic Block-Level Fallback
    2025/03/11 by Pengle Zhang, Jia Wei, Zhang, Pengle +7 · 3 citations
    Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
  21. SparseDM: Toward Sparse Efficient Diffusion Models
    2024/04/16 by Kafeng Wang, Wang, Kafeng, Jianfei Chen +7 · 1 citation
    Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
  22. Maximum Redundancy Pruning: A Principle-Driven Layerwise Sparsity Allocation for LLMs
    2025/03/24 by Chang Gao, Gao, Chang, Runqi Wang +6 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  23. Efficient Difficulty-Aware Dynamic Routing for Diffusion-Based Real-World Image Super-Resolution
    2026/07/17 by Xue Wu, Kang Zhao, Kafeng Wang +4
    #cs.CV #cs.AI