Xingchao Liu

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 · 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, Liu, Xingchao, Chengyue Gong +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, Xiwen Zhang, Liu, Xingchao +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. 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
8. 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
9. 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
10. 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
11. JanusFlow: Harmonizing Autoregression and Rectified Flow for Unified Multimodal Understanding and Generation
    2024/11/12 by Yiyang Ma, Xingchao Liu, Ma, Yiyang +24 · 39 citations
    Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
12. 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
13. 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
14. 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
15. Fast Point Cloud Generation with Straight Flows
    2022/12/04 by Lemeng Wu, Dilin Wang, Wu, Lemeng +15 · 9 citations
    Engineering · Computer Science · Environmental Science · #3D Shape Modeling and Analysis #Computer Graphics and Visualization Techniques #Remote Sensing and LiDAR Applications
16. SlimFlow: Training Smaller One-Step Diffusion Models with Rectified Flow
    2024/07/17 by Yuanzhi Zhu, Zhu, Yuanzhi, Xingchao Liu +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
17. A Langevin-like Sampler for Discrete Distributions
    2022/06/20 by Ruqi Zhang, Xingchao Liu, Zhang, Ruqi +3 · 1 voice · 5 citations
    #cs.LG #stat.ML