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Ding, Tianyu

  1. Only Train Once: A One-Shot Neural Network Training And Pruning Framework
    2021/07/15 by Tianyi Chen, Chen, Tianyi, Bo Ji +18 · 1 voice · 7 citations
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Stochastic Gradient Optimization Techniques
  2. A Geometric Analysis of Neural Collapse with Unconstrained Features
    2021/05/06 by Zhu, Zhihui, Ding, Tianyu, Zhou, Jinxin +4 · 19 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
  3. FORA: Fast-Forward Caching in Diffusion Transformer Acceleration
    2024/07/01 by Pratheba Selvaraju, Selvaraju, Pratheba, Tianyu Ding +7 · 30 citations
    Engineering · Materials Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Magnetic Properties and Applications #Power Transformer Diagnostics and Insulation #Semiconductor materials and devices
  4. 3D Gaussian Splatting: Survey, Technologies, Challenges, and Opportunities
    2024/07/24 by Bao, Yanqi, Ding, Tianyu, Huo, Jing +5 · 22 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  5. On the Optimization Landscape of Neural Collapse under MSE Loss: Global\n Optimality with Unconstrained Features
    2022/03/02 by Zhou, Jinxin, Tianyu Ding, Li, Xiao +9 · 9 citations
    Computer Science · Engineering · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
  6. RSTT: Real-time Spatial Temporal Transformer for Space-Time Video Super-Resolution
    2022/03/27 by Geng, Zhicheng, Liang, Luming, Ding, Tianyu +1 · 8 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  7. DistiLLM-2: A Contrastive Approach Boosts the Distillation of LLMs
    2025/03/10 by Ko, Jongwoo, Chen, Tianyi, Kim, Sungnyun +4 · 13 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
    2024/03/31 by Wenxiao Deng, Wenbin Li, Deng, Wenxiao +13 · 6 citations
    Computer Science · #Neural Networks and Applications #Machine Learning and Data Classification
  9. OTOV2: Automatic, Generic, User-Friendly
    2023/03/13 by Tianyi Chen, Luming Liang, Chen, Tianyi +7 · 4 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Multimodal Machine Learning Applications
  10. LoRAShear: Efficient Large Language Model Structured Pruning and Knowledge Recovery
    2023/10/24 by Chen, Tianyi, Ding, Tianyu, Yadav, Badal +2 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  11. DREAM: Diffusion Rectification and Estimation-Adaptive Models
    2023/11/30 by Jinxin Zhou, Zhou, Jinxin, Tianyu Ding +11 · 2 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Image and Signal Denoising Methods #Sparse and Compressive Sensing Techniques
  12. Efficient Last-iterate Convergence Algorithms in Solving Games
    2023/08/22 by Linjian Meng, Meng, Linjian, Zhang, Youzhi +11 · 2 citations
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Game Theory and Applications #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  13. The Efficiency Spectrum of Large Language Models: An Algorithmic Survey
    2023/12/01 by Ding, Tianyu, Chen, Tianyi, Zhu, Haidong +7 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  14. CDFI: Compression-Driven Network Design for Frame Interpolation
    2021/03/18 by Ding, Tianyu, Liang, Luming, Zhu, Zhihui +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  15. Cat-AIR: Content and Task-Aware All-in-One Image Restoration
    2025/03/23 by Jiang, Jiachen, Ding, Tianyu, Zhang, Ke +5 · 3 citations
    #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) #Machine Learning (cs.LG) #electronic engineering #information engineering
  16. OTOv3: Automatic Architecture-Agnostic Neural Network Training and Compression from Structured Pruning to Erasing Operators
    2023/12/15 by Chen, Tianyi, Ding, Tianyu, Zhu, Zhihui +4 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  17. Analyzing and Mitigating Model Collapse in Rectified Flow Models
    2024/12/11 by Zhu, Huminhao, Wang, Fangyikang, Ding, Tianyu +2 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  18. ProCrop: Learning Aesthetic Image Cropping from Professional Compositions
    2025/05/28 by Zhang, Ke, Ding, Tianyu, Jiang, Jiachen +4 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  19. Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
    2025/02/23 by Xiaoyi Qu, Qu, Xiaoyi, Aponte, David +12 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
  20. StructSR: Refuse Spurious Details in Real-World Image Super-Resolution
    2025/01/10 by Li, Yachao, Liang, Dong, Ding, Tianyu +1 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  21. Robust Dataset Distillation by Matching Adversarial Trajectories
    2025/03/15 by Lai, Wei, Ding, Tianyu, dongdong, ren +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences