Liu, Xingchao
- 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)
- 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
- 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
- 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
- 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
- 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
- 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)
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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)
- 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
- 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)
- 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
- 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
- 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)
- 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
- 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)
- 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)
- 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)