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Liu, Xingchao

  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, Dejian Yang +404 · 93 voices · 1668 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 · 6 citations
    Computer Science · Engineering · #Distributed and Parallel Computing Systems #Robotics and Automated Systems #cs.AI #cs.CL
  3. Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow
    2022/09/07 by Xingchao Liu, Chengyue Gong, Liu, Xingchao +3 · 3 voices · 707 citations
    Physics and Astronomy · Computer Science · #cs.LG
  4. DeepSeek-VL2: Mixture-of-Experts Vision-Language Models for Advanced Multimodal Understanding
    2024/12/13 by Zhiyu Wu, Wu, Zhiyu, Xiaokang Chen +51 · 3 voices · 140 citations
    Computer Science · #cs.CV #cs.AI #cs.CL
  5. InstaFlow: One Step is Enough for High-Quality Diffusion-Based Text-to-Image Generation
    2023/09/12 by Xingchao Liu, Liu, Xingchao, Xiwen Zhang +7 · 1 voice · 56 citations
    Computer Science · #cs.LG #cs.CV
  6. Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling
    2025/01/29 by Xiaokang Chen, Chen, Xiaokang, Zhiyu Wu +13 · 1 voice · 227 citations
    Computer Science · #Semantic Web and Ontologies #cs.AI #cs.CL #cs.CV
  7. Conflict-Averse Gradient Descent for Multi-task Learning
    2021/10/26 by Liu, Bo, Liu, Xingchao, Jin, Xiaojie +2 · 65 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
    2024/10/17 by Chengyue Wu, Xiaokang Chen, Wu, Chengyue +19 · 113 citations
    Computer Science · #Multimodal Machine Learning Applications
  9. Hunyuan-DiT: A Powerful Multi-Resolution Diffusion Transformer with Fine-Grained Chinese Understanding
    2024/05/14 by Zhimin Li, Jianwei Zhang, Li, Zhimin +87 · 77 citations
    Materials Science · #Magnetic Properties and Applications
  10. AutoML-GPT: Automatic Machine Learning with GPT
    2023/05/04 by Shujian Zhang, Zhang, Shujian, Chengyue Gong +7 · 1 voice · 8 citations
    Computer Science · #cs.CL #cs.AI #cs.CV #cs.LG #stat.ML
  11. TripoSG: High-Fidelity 3D Shape Synthesis using Large-Scale Rectified Flow Models
    2025/02/10 by Yangguang Li, Li, Yangguang, Zi–Xin Zou +19 · 53 citations
    Computer Science · Engineering · #Computer Graphics and Visualization Techniques #3D Shape Modeling and Analysis #Advanced Vision and Imaging
  12. JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
    2024/11/12 by Yiyang Ma, Ma, Yiyang, Xingchao Liu +24 · 39 citations
    Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
  13. Consistency Flow Matching: Defining Straight Flows with Velocity Consistency
    2024/07/02 by Ling Yang, Yang, Ling, Zixiang Zhang +15 · 28 citations
    Computer Science · #Artificial Intelligence in Games #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Reinforcement Learning in Robotics #Time Series Analysis and Forecasting
  14. PeRFlow: Piecewise Rectified Flow as Universal Plug-and-Play Accelerator
    2024/05/13 by Hanshu Yan, Yan, Hanshu, Xingchao Liu +9 · 21 citations
    Computer Science · #Advanced Data Storage Technologies #Parallel Computing and Optimization Techniques
  15. AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based Policies
    2024/02/06 by Xixi Hu, Hu, Xixi, Bo Liu +5 · 14 citations
    Computer Science · Engineering · #Human Pose and Action Recognition #Human Motion and Animation #Reinforcement Learning in Robotics
  16. Diffusion-based Molecule Generation with Informative Prior Bridges
    2022/09/02 by Wu, Lemeng, Gong, Chengyue, Liu, Xingchao +2 · 9 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  17. Fast Point Cloud Generation with Straight Flows
    2022/12/04 by Lemeng Wu, Wu, Lemeng, Dilin Wang +15 · 9 citations
    Engineering · Computer Science · Environmental Science · #3D Shape Modeling and Analysis #Computer Graphics and Visualization Techniques #Remote Sensing and LiDAR Applications
  18. Let us Build Bridges: Understanding and Extending Diffusion Generative Models
    2022/08/31 by Liu, Xingchao, Wu, Lemeng, Ye, Mao +1 · 8 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. SlimFlow: Training Smaller One-Step Diffusion Models with Rectified Flow
    2024/07/17 by Yuanzhi Zhu, Xingchao Liu, Zhu, Yuanzhi +3 · 1 voice · 11 citations
    Computer Science · Engineering · Physics and Astronomy · #Generative Adversarial Networks and Image Synthesis #Lattice Boltzmann Simulation Studies #Model Reduction and Neural Networks #cs.CV
  20. A Langevin-like Sampler for Discrete Distributions
    2022/06/20 by Ruqi Zhang, Zhang, Ruqi, Xingchao Liu +3 · 1 voice · 5 citations
    #cs.LG #stat.ML
  21. Certified Monotonic Neural Networks
    2020/11/20 by Liu, Xingchao, Han, Xing, Zhang, Na +1 · 5 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  22. DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
    2025/12/02 by DeepSeek-AI, Liu, Aixin, Mei, Aoxue +260 · 36 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  23. Post-training Quantization with Multiple Points: Mixed Precision without Mixed Precision
    2020/02/20 by Liu, Xingchao, Ye, Mao, Zhou, Dengyong +1 · 4 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  24. Centroid Transformers: Learning to Abstract with Attention
    2021/02/17 by Wu, Lemeng, Liu, Xingchao, Liu, Qiang · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  25. FuseDream: Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization
    2021/12/02 by Liu, Xingchao, Gong, Chengyue, Wu, Lemeng +3 · 1 citation
    #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)