Kun Yuan

1. Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch
   2021/02/08 by Aojun Zhou, Yukun Ma, Zhou, Aojun +13 · 13 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning and ELM
2. BEVHeight: A Robust Framework for Vision-based Roadside 3D Object Detection
   2023/03/15 by Lei Yang, Kaicheng Yu, Yang, Lei +13 · 8 citations
   Computer Science · #Visual Attention and Saliency Detection #Advanced Neural Network Applications #Video Surveillance and Tracking Methods
3. Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures
   2023/07/27 by Kun Yuan, Yuan, Kun, Vinkle Srivastav +12 · 9 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · Health Professions · #Multimodal Machine Learning Applications #Cancer-related molecular mechanisms research #Interpreting and Communication in Healthcare
4. Exponential Graph is Provably Efficient for Decentralized Deep Training
   2021/10/26 by Bicheng Ying, Ying, Bicheng, Kun Yuan +9 · 6 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Mathematics #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
5. On the Performance of Gradient Tracking with Local Updates
   2022/10/10 by Edward Duc Hien Nguyen, Nguyen, Edward Duc Hien, Sulaiman A. Alghunaim +5 · 7 citations
   Computer Science · #Cooperative Communication and Network Coding #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
6. Revisiting Optimal Convergence Rate for Smooth and Non-convex Stochastic Decentralized Optimization
   2022/10/14 by Kun Yuan, Yuan, Kun, Xinmeng Huang +9 · 6 citations
   Computer Science · Engineering · #Advanced Wireless Communication Technologies #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
7. Subspace Optimization for Large Language Models with Convergence Guarantees
   2024/10/15 by Yutong He, He, Yutong, Peichao Li +7 · 11 citations
   Computer Science · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Speech Recognition and Synthesis #Topic Modeling
8. Communication-Efficient Topologies for Decentralized Learning with O(1) Consensus Rate
   2022/10/14 by Zhuoqing Song, Weijian Li, Song, Zhuoqing +11 · 4 citations
   Computer Science · #Cooperative Communication and Network Coding #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
9. Enhancing Zeroth-order Fine-tuning for Language Models with Low-rank Structures
   2024/10/10 by Yiming Chen, Chen, Yiming, Yuan Zhang +7 · 8 citations
   Computer Science · #Topic Modeling
10. On the Influence of Bias-Correction on Distributed Stochastic Optimization
    2020/01/01 by Kun Yuan, Sulaiman A. Alghunaim, Bicheng Ying +1 · 4 citations
    Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Distributed Control Multi-Agent Systems #Sparse and Compressive Sensing Techniques
11. Visual Autoregressive Modeling for Image Super-Resolution
    2025/01/31 by Yunpeng Qu, Kun Yuan, Qu, Yunpeng +11 · 7 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Image Processing Techniques and Applications
12. EndoChat: Grounded Multimodal Large Language Model for Endoscopic Surgery
    2025/01/20 by Guankun Wang, Bai Long, Wang, Guankun +29 · 7 citations
    Medicine · #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
13. PTM-VQA: Efficient Video Quality Assessment Leveraging Diverse PreTrained Models from the Wild
    2024/05/28 by Kun Yuan, Hongbo Liu, Yuan, Kun +15 · 4 citations
    Computer Science · #Image and Video Quality Assessment #Advanced Image Processing Techniques #Image and Signal Denoising Methods
14. A Memory Efficient Randomized Subspace Optimization Method for Training Large Language Models
    2025/02/11 by Yiming Chen, Yuan Zhang, Chen, Yiming +7 · 7 citations
    Computer Science · #Text and Document Classification Technologies
15. DecentLaM: Decentralized Momentum SGD for Large-batch Deep Training
    2021/04/24 by Kun Yuan, Yuan, Kun, Yiming Chen +11 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
16. QNCD: Quantization Noise Correction for Diffusion Models
    2024/03/28 by Huanpeng Chu, Wei Wu, Chu, Huanpeng +5 · 4 citations
    Computer Science · #Advanced Mathematical Modeling in Engineering #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
17. Unbiased Compression Saves Communication in Distributed Optimization: When and How Much?
    2023/05/25 by Yutong He, Xinmeng Huang, He, Yutong +3 · 3 citations
    Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
18. Revisiting Gradient Normalization and Clipping for Nonconvex SGD under Heavy-Tailed Noise: Necessity, Sufficiency, and Acceleration
    2024/10/21 by Tao Sun, Xinwang Liu, Sun, Tao +3 · 4 citations
    Engineering · #Sparse and Compressive Sensing Techniques
19. BEVHeight++: Toward Robust Visual Centric 3D Object Detection
    2023/09/28 by Lei Yang, Tao Tang, Yang, Lei +15 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Video Surveillance and Tracking Methods #Visual Attention and Saliency Detection
20. NTIRE 2023 Quality Assessment of Video Enhancement Challenge
    2023/07/19 by Xiaohong Liu, Liu, Xiaohong, Xiongkuo Min +141 · 2 citations
    Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Enhancement Techniques #Image and Video Processing (eess.IV) #Image and Video Quality Assessment #Multimedia (cs.MM) #electronic engineering #information engineering
21. Multi-Agent Fully Decentralized Value Function Learning with Linear\n Convergence Rates
    2018/10/17 by Lucas Cassano, Cassano, Lucas, Kun Yuan +3 · 1 citation
    Computer Science · Decision Sciences · Social Sciences · #Reinforcement Learning in Robotics #Auction Theory and Applications #Experimental Behavioral Economics Studies
22. Understanding the Influence of Digraphs on Decentralized Optimization: Effective Metrics, Lower Bound, and Optimal Algorithm
    2023/12/08 by Liyuan Liang, Xinmeng Huang, Liang, Liyuan +4 · 2 citations
    Computer Science · Mathematics · Neuroscience · #FOS: Mathematics #Functional Brain Connectivity Studies #Optimization and Control (math.OC) #Random Matrices and Applications #Stochastic Gradient Optimization Techniques
23. NTIRE 2024 Challenge on Image Super-Resolution (x4): Methods and Results
    2024/04/15 by Zheng Chen, Zongwei Wu, Chen, Zheng +173 · 2 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Image and Signal Denoising Methods
24. Decentralized Bilevel Optimization: A Perspective from Transient Iteration Complexity
    2024/02/05 by Boao Kong, Shuchen Zhu, Kong, Boao +7 · 2 citations
    Computer Science · Mathematics · #Stochastic Gradient Optimization Techniques #Complexity and Algorithms in Graphs #Advanced Optimization Algorithms Research
25. A Proximal Diffusion Strategy for Multi-Agent Optimization with Sparse\n Affine Constraints
    2018/10/04 by Sulaiman A. Alghunaim, Alghunaim, Sulaiman A., Kun Yuan +3 · 1 citation
    Computer Science · #Cooperative Communication and Network Coding #Distributed Control Multi-Agent Systems #FOS: Mathematics #Neural Networks Stability and Synchronization #Optimization and Control (math.OC)
26. CentroidKV: Efficient Long-Context LLM Inference via KV Cache Clustering
    2025/06/13 by Jie Hu, Hu, Jie, Shengnan Wang +19 · 4 citations
    Computer Science · #Algorithms and Data Compression #Caching and Content Delivery #Computation and Language (cs.CL) #FOS: Computer and information sciences #Network Packet Processing and Optimization
27. Lumen: Consistent Video Relighting and Harmonious Background Replacement with Video Generative Models
    2025/08/18 by Jianshu Zeng, Yuxuan Liu, Zeng, Jianshu +15 · 4 citations
    Computer Science · #Image Enhancement Techniques #Advanced Vision and Imaging #Video Analysis and Summarization
28. Lower Bounds and Accelerated Algorithms in Distributed Stochastic Optimization with Communication Compression
    2023/05/12 by Yutong He, Xinmeng Huang, He, Yutong +7 · 1 citation
    Computer Science · Engineering · #Distributed #Error Correcting Code Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
29. Removing Data Heterogeneity Influence Enhances Network Topology Dependence of Decentralized SGD
    2021/05/17 by Kun Yuan, Yuan, Kun, Sulaiman A. Alghunaim +2 · 1 citation
    Computer Science · #Cooperative Communication and Network Coding #Distributed #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
30. Medical Multimodal Model Stealing Attacks via Adversarial Domain Alignment
    2025/02/04 by Yaling Shen, Zhixiong Zhuang, Shen, Yaling +11 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning
31. Sharper Convergence Guarantees for Federated Learning with Partial Model Personalization
    2023/09/29 by Yiming Chen, Chen, Yiming, Liyuan Cao +5 · 1 citation
    Computer Science · Mathematics · #FOS: Mathematics #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data #Statistical Methods and Inference
32. Achieving Linear Speedup with ProxSkip in Distributed Stochastic Optimization
    2023/10/12 by Luyao Guo, Guo, Luyao, Sulaiman A. Alghunaim +7 · 1 citation
    Computer Science · Engineering · #Advanced Wireless Communication Technologies #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #cs.LG #math.OC #stat.ML
33. KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception
    2025/03/13 by Yunpeng Qu, Qu, Yunpeng, Kun Yuan +9 · 2 citations
    Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Visual Attention and Saliency Detection
34. SPARKLE: A Unified Single-Loop Primal-Dual Framework for Decentralized Bilevel Optimization
    2024/11/21 by Shuchen Zhu, Zhu, Shuchen, Boao Kong +7 · 2 citations
    Computer Science · Decision Sciences · Economics, Econometrics and Finance · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Optimization and Variational Analysis #Risk and Portfolio Optimization #Stochastic processes and financial applications
35. HATA: Trainable and Hardware-Efficient Hash-Aware Top-k Attention for Scalable Large Model Inference
    2025/06/03 by Ping Gong, Gong, Ping, Jiawei Yi +28 · 2 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Medical Imaging Techniques and Applications #COVID-19 diagnosis using AI
36. NTIRE 2024 Challenge on Short-form UGC Video Quality Assessment: Methods and Results
    2024/04/17 by Xin Li, Kun Yuan, Li, Xin +133 · 1 citation
    Computer Science · Engineering · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Image and Video Quality Assessment #electronic engineering #information engineering
37. CE-LoRA: Computation-Efficient LoRA Fine-Tuning for Language Models
    2025/02/03 by G.C. Chen, Chen, Guanduo, Yinzhi He +7 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
38. Scaling up Multi-Turn Off-Policy RL and Multi-Agent Tree Search for LLM Step-Provers
    2025/09/08 by Ran Xin, Zeyu Zheng, Xin, Ran +6 · 5 citations
    Computer Science · #Natural Language Processing Techniques
39. NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results
    2025/04/17 by Xin Li, Li, Xin, Kun Yuan +207 · 2 citations
    Computer Science · #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Image and Video Quality Assessment #Video Coding and Compression Technologies #electronic engineering #information engineering
40. ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System
    2026/07/15 by Yutong He, Daibo Li, Guohong Li +15
    #cs.AI #cs.MA
41. Cross-Tokenizer On-Policy Distillation via Byte-Prefix Marginalization
    2026/07/24 by Hao Wang, Kun Yuan, Wenlin Zhong +4
    #cs.LG #cs.AI #cs.CL