Geng, Zhengyang
- 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
- 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
- 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)
- 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
- 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)
- 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)
- 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
- 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)
- 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
- 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
- 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)
- 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
- 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)
- 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)
- 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
- 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
- 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