Ziyang Song

1. DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning
   DeepSeek-R1 shows an LLM can learn strong step-by-step reasoning from pure reinforcement learning, with no human-labeled reasoning examples.
   2025/01/22 by DeepSeek-AI, Daya Guo, Guo, Daya +404 · 93 voices · 2205 citations
   Computer Science · #Reinforcement Learning in Robotics #Data Stream Mining Techniques #Explainable Artificial Intelligence (XAI)
2. DeepSeek-V3 Technical Report
   2024/12/27 by DeepSeek-AI, Aixin Liu, Bei Feng +404 · 39 voices · 7 citations
   Computer Science · Engineering · #Distributed and Parallel Computing Systems #Robotics and Automated Systems #cs.AI #cs.CL
3. ActFormer: A GAN-based Transformer towards General Action-Conditioned 3D Human Motion Generation
   2022/03/15 by Ziyang Song, Xu, Liang, Dongliang Wang +15 · 16 citations
   Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR) #Human Motion and Animation #Human Pose and Action Recognition #Multimedia (cs.MM)
4. NVFi: Neural Velocity Fields for 3D Physics Learning from Dynamic Videos
   2023/12/11 by Jinxi Li, Ziyang Song, Li, Jinxi +3 · 8 citations
   Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO)
5. P2DFlow: A Protein Ensemble Generative Model with SE(3) Flow Matching
   2024/11/26 by Yaowei Jin, Qi Huang, Jin, Yaowei +9 · 1 voice · 6 citations
   Computer Science · #Data Stream Mining Techniques
6. The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation
   2023/07/27 by Ling-Dong Kong, Kong, Lingdong, Yaru Niu +81 · 4 citations
   Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications #Robotics (cs.RO)
7. Multi-scale Matching Networks for Semantic Correspondence
   2021/07/31 by Dongyang Zhao, Zhao, Dongyang, Ziyang Song +9 · 2 citations
   Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Image Retrieval and Classification Techniques
8. UNO Arena for Evaluating Sequential Decision-Making Capability of Large Language Models
   2024/06/24 by Zhanyue Qin, Qin, Zhanyue, Haochuan Wang +21 · 4 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Topic Modeling
9. EC-Depth: Exploring the consistency of self-supervised monocular depth estimation in challenging scenes
   2023/10/12 by Ziyang Song, Song, Ziyang, Ruijie Zhu +8 · 2 citations
   Computer Science · Engineering · #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques #Image Processing Techniques and Applications
10. TimelyGPT: Extrapolatable Transformer Pre-training for Long-term Time-Series Forecasting in Healthcare
    2023/11/29 by Ziyang Song, Qincheng Lu, Song, Ziyang +6 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Time Series Analysis and Forecasting
11. OGC: Unsupervised 3D Object Segmentation from Rigid Dynamics of Point Clouds
    2022/10/10 by Ziyang Song, Bo Yang, Song, Ziyang +1 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Robotics (cs.RO)
12. TIFace: Improving Facial Reconstruction through Tensorial Radiance Fields and Implicit Surfaces
    2023/12/15 by Ruijie Zhu, Zhu, Ruijie, Jiahao Chang +7 · 1 citation
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR)
13. FedAgentKE: Federated Semantic Knowledge Evolution for Heterogeneous Agents
    2026/07/23 by Weihao Li, Jun Bai, Ziyang Song
    #cs.MA