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Geng, Zhengyang

  1. Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads
    2024/01/19 by Tianle Cai, Cai, Tianle, Yuhong Li +11 · 135 citations
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  2. Mean Flows for One-step Generative Modeling
    2025/05/19 by Zhengyang Geng, Mingyang Deng, Geng, Zhengyang +7 · 3 voices · 149 citations
    Computer Science · Engineering · Physics and Astronomy · #3D Shape Modeling and Analysis #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #cs.CV #cs.LG
  3. Consistency Models Made Easy
    2024/06/20 by Geng, Zhengyang, Pokle, Ashwini, Luo, William +2 · 35 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. One-Step Diffusion Distillation via Deep Equilibrium Models
    2023/12/12 by Zhengyang Geng, Geng, Zhengyang, Ashwini Pokle +3 · 14 citations
    Computer Science · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Advanced Mathematical Modeling in Engineering
  5. On Training Implicit Models
    2021/11/09 by Geng, Zhengyang, Zhang, Xin-Yu, Bai, Shaojie +2 · 8 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. Deep Equilibrium Optical Flow Estimation
    2022/04/18 by Bai, Shaojie, Geng, Zhengyang, Savani, Yash +1 · 5 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Flow Generator Matching
    2024/10/25 by Zhengyang Geng, Huang, Zemin, Geng, Zhengyang +4 · 9 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM) #Reinforcement Learning in Robotics
  8. Is Attention Better Than Matrix Decomposition?
    2021/01/01 by Geng, Zhengyang, Guo, Meng-Hao, Hongxu Chen +6 · 4 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  9. R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation
    2025/05/04 by Meng-Hao Guo, Jiajun Xu, Guo, Meng-Hao +30 · 12 citations
    Computer Science · Social Sciences · #AI-based Problem Solving and Planning #Artificial Intelligence in Law #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Semantic Web and Ontologies
  10. Eliminating Gradient Conflict in Reference-based Line-Art Colorization
    2022/07/13 by Li, Zekun, Geng, Zhengyang, Kang, Zhao +2 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  11. Stable Consistency Tuning: Understanding and Improving Consistency Models
    2024/10/24 by Wang, Fu-Yun, Geng, Zhengyang, Li, Hongsheng · 5 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  12. TorchDEQ: A Library for Deep Equilibrium Models
    2023/10/28 by Zhengyang Geng, Geng, Zhengyang, J. Zico Kolter +1 · 3 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Topic Modeling
  13. David and Goliath: Small One-step Model Beats Large Diffusion with Score Post-training
    2024/10/28 by Luo, Weijian, Zhang, Colin, Zhang, Debing +1 · 5 citations
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM)
  14. Deep Equilibrium Approaches to Diffusion Models
    2022/10/23 by Pokle, Ashwini, Geng, Zhengyang, Kolter, Zico · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  15. RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs
    2025/05/22 by Guo, Meng-Hao, Chu, Xuanyu, Yang, Qianrui +12 · 7 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  16. Improved Mean Flows: On the Challenges of Fastforward Generative Models
    2025/12/01 by Zhengyang Geng, Yiyang Lu, Geng, Zhengyang +9 · 2 voices · 7 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CV #cs.LG
  17. Residual Relaxation for Multi-view Representation Learning
    2021/10/28 by Yifei Wang, Wang, Yifei, Zhengyang Geng +11 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications