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Yang, Xinyu

  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 · 1693 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, Liu, Aixin +404 · 39 voices · 7 citations
    Computer Science · Engineering · #Distributed and Parallel Computing Systems #Robotics and Automated Systems #cs.AI #cs.CL
  3. DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
    2024/05/07 by Aixin Liu, DeepSeek-AI, Bei Feng +310 · 5 voices · 247 citations
    Computer Science · #Expert finding and Q&A systems #Topic Modeling #Speech and dialogue systems
  4. Can large language models provide useful feedback on research papers? A large-scale empirical analysis
    2023/10/03 by Weixin Liang, Liang, Weixin, Yuhui Zhang +24 · 15 voices · 45 citations
    Computer Science · Decision Sciences · Medicine · #Artificial Intelligence in Healthcare and Education #Scientific Computing and Data Management #Topic Modeling #cs.AI #cs.CL #cs.HC #cs.LG
  5. BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View Representation
    2022/05/26 by Zhijian Liu, Liu, Zhijian, Haotian Tang +11 · 89 citations
    Computer Science · Engineering · Physics and Astronomy · #Advanced Neural Network Applications #Robotics and Sensor-Based Localization #Advanced Optical Sensing Technologies
  6. Seed1.5-VL Technical Report
    2025/05/11 by Dong Guo, Guo, Dong, Faming Wu +287 · 113 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  7. FlatFormer: Flattened Window Attention for Efficient Point Cloud Transformer
    2023/01/20 by Zhijian Liu, Liu, Zhijian, Xinyu Yang +7 · 15 citations
    Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Neural Network Applications #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  8. TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding
    2024/04/18 by Hanshi Sun, Zhuoming Chen, Sun, Hanshi +7 · 14 citations
    Computer Science · #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
  9. Holistic Analysis of Hallucination in GPT-4V(ision): Bias and Interference Challenges
    2023/11/06 by Chenhang Cui, Yiyang Zhou, Cui, Chenhang +11 · 10 citations
    Biochemistry, Genetics and Molecular Biology · Medicine · #Artificial Intelligence in Healthcare and Education #COVID-19 diagnosis using AI #Cell Image Analysis Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  10. A Comprehensive Survey on Deep Music Generation: Multi-level Representations, Algorithms, Evaluations, and Future Directions
    2020/11/13 by Shulei Ji, Jing Luo, Ji, Shulei +3 · 8 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
  11. Get More with LESS: Synthesizing Recurrence with KV Cache Compression for Efficient LLM Inference
    2024/02/14 by Harry Dong, Xinyu Yang, Dong, Harry +9 · 9 citations
    Computer Science · #Algorithms and Data Compression #Advanced Data Storage Technologies
  12. DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
    2025/12/02 by DeepSeek-AI, Liu, Aixin, Mei, Aoxue +260 · 38 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences
  13. IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization
    2024/06/15 by Xiaochen Ma, Ma, Xiaochen, Xuekang Zhu +19 · 9 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications
  14. PanAf20K: A Large Video Dataset for Wild Ape Detection and Behaviour Recognition
    2024/01/24 by Otto Brookes, Majid Mirmehdi, Brookes, Otto +51 · 6 citations
    Veterinary · Agricultural and Biological Sciences · Environmental Science · #Animal Behavior and Welfare Studies #Animal Disease Management and Epidemiology #Wildlife Ecology and Conservation
  15. ThreatKG: An AI-Powered System for Automated Open-Source Cyber Threat Intelligence Gathering and Management
    2022/12/20 by Peng Gao, Gao, Peng, Xiaoyuan Liu +9 · 4 citations
    Social Sciences · Computer Science · #Terrorism, Counterterrorism, and Political Violence #Cybercrime and Law Enforcement Studies #Information and Cyber Security
  16. APE: Faster and Longer Context-Augmented Generation via Adaptive Parallel Encoding
    2025/02/08 by Xinyu Yang, Tianqi Chen, Yang, Xinyu +3 · 8 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Multimodal Machine Learning Applications
  17. What's documented in AI? Systematic Analysis of 32K AI Model Cards
    2024/02/07 by Weixin Liang, Nazneen Fatema Rajani, Liang, Weixin +13 · 4 citations
    Engineering · Health Professions · #Advanced Data Processing Techniques #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE)
  18. Reviewing and Improving the Gaussian Mechanism for Differential Privacy
    2019/11/27 by Zhao, Jun, Wang, Teng, Bai, Tao +7 · 2 citations
    #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Cryptography and Security (cs.CR) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  19. Separate in the Speech Chain: Cross-Modal Conditional Audio-Visual Target Speech Extraction
    2024/04/19 by Zhaoxi Mu, Mu, Zhaoxi, Xinyu Yang +1 · 4 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multimedia (cs.MM) #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
  20. Multiverse: Your Language Models Secretly Decide How to Parallelize and Merge Generation
    2025/06/11 by Yang, Xinyu, An, Yuwei, Liu, Hongyi +2 · 13 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  21. Navigating Dataset Documentations in AI: A Large-Scale Analysis of Dataset Cards on Hugging Face
    2024/01/24 by Xinyu Yang, Weixin Liang, Yang, Xinyu +3 · 3 citations
    Computer Science · Decision Sciences · Social Sciences · #Artificial Intelligence (cs.AI) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scientific Computing and Data Management
  22. Improving Domain Generalization with Domain Relations
    2023/02/06 by Huaxiu Yao, Yao, Huaxiu, Xinyu Yang +9 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Topic Modeling
  23. Zeroth-Order Fine-Tuning of LLMs with Extreme Sparsity
    2024/06/05 by Wentao Guo, Guo, Wentao, Jikai Long +21 · 3 citations
    Engineering · Mathematics · #Electromagnetic Simulation and Numerical Methods #Particle accelerators and beam dynamics #Numerical methods for differential equations
  24. Accuracy on the Curve: On the Nonlinear Correlation of ML Performance Between Data Subpopulations
    2023/05/04 by Liang, Weixin, Mao, Yining, Kwon, Yongchan +2 · 2 citations
    #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)
  25. On Privacy Protection of Latent Dirichlet Allocation Model Training
    2019/06/04 by Fangyuan Zhao, Xuebin Ren, Zhao, Fangyuan +5 · 1 citation
    Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection #Human Mobility and Location-Based Analysis
  26. Review of end-to-end speech synthesis technology based on deep learning
    2021/04/20 by Zhaoxi Mu, Xinyu Yang, Mu, Zhaoxi +3 · 2 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Natural Language Processing Techniques #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
  27. Emotion-Conditioned Melody Harmonization with Hierarchical Variational Autoencoder
    2023/06/06 by Ji, Shulei, Yang, Xinyu · 1 citation
    #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multimedia (cs.MM) #Sound (cs.SD) #electronic engineering #information engineering
  28. S2FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity
    2024/12/09 by Xinyu Yang, Yang, Xinyu, Jixuan Leng +12 · 2 citations
    Engineering · #Particle accelerators and beam dynamics #Electromagnetic Simulation and Numerical Methods #Particle Accelerators and Free-Electron Lasers
  29. FlatFusion: Delving into Details of Sparse Transformer-based Camera-LiDAR Fusion for Autonomous Driving
    2024/08/13 by Yutao Zhu, Zhu, Yutao, Xiaosong Jia +5 · 2 citations
    Engineering · Environmental Science · Computer Science · #Robotics and Sensor-Based Localization #Remote Sensing and LiDAR Applications #Advanced Neural Network Applications
  30. Self-Supervised Disentangled Representation Learning for Robust Target Speech Extraction
    2023/12/16 by Mu, Zhaoxi, Yang, Xinyu, Sun, Sining +1 · 1 citation
    #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Sound (cs.SD) #electronic engineering #information engineering
  31. Enabling Efficient Attack Investigation via Human-in-the-Loop Security Analysis
    2022/11/10 by Xinyu Yang, Tsegai, Saimon Amanuel, Haoyuan Liu +4 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Databases (cs.DB) #FOS: Computer and information sciences #Information and Cyber Security #Network Security and Intrusion Detection #Software System Performance and Reliability
  32. MusER: Musical Element-Based Regularization for Generating Symbolic Music with Emotion
    2023/12/16 by Ji, Shulei, Yang, Xinyu · 1 citation
    #Artificial Intelligence (cs.AI) #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Multimedia (cs.MM) #Sound (cs.SD) #electronic engineering #information engineering
  33. A large spin-splitting altermagnet designed from the hydroxylated MBene monolayer
    2025/10/16 by Yang, Xinyu, Wang, Shan-Shan, Dong, Shuai · 3 citations
    #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci) #Mesoscale and Nanoscale Physics (cond-mat.mes-hall)
  34. It Takes Two: On the Seamlessness between Reward and Policy Model in RLHF
    2024/06/12 by Taiming Lu, Lingfeng Shen, Lu, Taiming +9 · 1 citation
    Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Healthcare Policy and Management #Machine Learning (cs.LG)
  35. BandCondiNet: Parallel Transformers-based Conditional Popular Music Generation with Multi-View Features
    2024/07/15 by Jing Luo, Luo, Jing, Xinyu Yang +3 · 1 citation
    Computer Science · Engineering · #Music Technology and Sound Studies #Music and Audio Processing #Human Motion and Animation
  36. Small Tunes Transformer: Exploring Macro & Micro-Level Hierarchies for Skeleton-Conditioned Melody Generation
    2024/10/11 by Yuzhen Lv, Jing Luo, Lv, Yishan +5 · 1 citation
    Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
  37. Rethinking Circuit Completeness in Language Models: AND, OR, and ADDER Gates
    2025/05/15 by Hang Chen, Chen, Hang, Jiayíng Zhu +5 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
  38. Cross-Skeleton Interaction Graph Aggregation Network for Representation Learning of Mouse Social Behaviour
    2022/08/07 by Feixiang Zhou, Xinyu Yang, Zhou, Feixiang +17 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Psychology · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neuroendocrine regulation and behavior #Primate Behavior and Ecology #Zebrafish Biomedical Research Applications
  39. Efficient Parallel Samplers for Recurrent-Depth Models and Their Connection to Diffusion Language Models
    2025/10/16 by Geiping, Jonas, Yang, Xinyu, Su, Guinan · 1 citation
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  40. Rethinking Affect Analysis: A Protocol for Ensuring Fairness and Consistency
    2024/08/04 by Guanyu Hu, Dimitrios Kollias, Hu, Guanyu +9 · 2 citations
    Social Sciences · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Qualitative Comparative Analysis Research