Zhou, Yunhua

1. Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective
   2024/12/18 by Zhiyuan Zeng, Zeng, Zhiyuan, Qinyuan Cheng +15 · 19 voices · 19 citations
   Decision Sciences · Computer Science · #Auction Theory and Applications #Open Source Software Innovations #Reinforcement Learning in Robotics
2. AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling
   2024/02/19 by Jun Zhan, Junqi Dai, Zhan, Jun +29 · 65 citations
   Computer Science · #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) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
3. Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance
   2024/03/25 by Jiasheng Ye, Ye, Jiasheng, Peiju Liu +9 · 45 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
4. Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders
   2024/10/27 by Zhengfu He, He, Zhengfu, Wentao Shu +21 · 53 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Video Analysis and Summarization
5. Intern-S1: A Scientific Multimodal Foundation Model
   2025/08/21 by Bai, Lei, Cai, Zhongrui, Cao, Yuhang +173 · 1 voice · 29 citations
   #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities?
   2025/02/17 by Zhiyuan Zeng, Qinyuan Cheng, Zeng, Zhiyuan +7 · 48 citations
   Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Scientific Computing and Data Management #Topic Modeling
7. BBTv2: Towards a Gradient-Free Future with Large Language Models
   2022/05/23 by Tianxiang Sun, Zhengfu He, Sun, Tianxiang +9 · 12 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Speech Recognition and Synthesis
8. Early Exiting with Ensemble Internal Classifiers
   2021/05/28 by Tianxiang Sun, Yunhua Zhou, Sun, Tianxiang +13 · 4 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
9. Towards Universality: Studying Mechanistic Similarity Across Language Model Architectures
   2024/10/09 by Junxuan Wang, Xuyang Ge, Wang, Junxuan +10 · 10 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
10. Code Needs Comments: Enhancing Code LLMs with Comment Augmentation
    2024/02/20 by Demin Song, Song, Demin, Honglin Guo +19 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Web Application Security Vulnerabilities
11. Turn Waste into Worth: Rectifying Top-k Router of MoE
    2024/02/17 by Zhiyuan Zeng, Zeng, Zhiyuan, Qipeng Guo +17 · 4 citations
    Computer Science · #Advanced Database Systems and Queries #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
12. Implicit Reward as the Bridge: A Unified View of SFT and DPO Connections
    2025/06/15 by Bo Wang, Wang, Bo, Cheng, Qinyuan +16 · 10 citations
    Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Diverse Scientific and Economic Studies #FOS: Computer and information sciences #Law, Economics, and Judicial Systems #Machine Learning (cs.LG)
13. Pre-Trained Policy Discriminators are General Reward Models
    2025/07/07 by Shihan Dou, Shichun Liu, Dou, Shihan +39 · 8 citations
    Computer Science · Psychology · #Computation and Language (cs.CL) #Emotion and Mood Recognition #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Recommender Systems and Techniques
14. DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning
    2024/01/24 by Xinghao Wang, Junliang He, Wang, Xinghao +9 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
15. BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments
    2024/10/31 by Xinghao Wang, Pengyu Wang, Wang, Xinghao +9 · 3 citations
    Computer Science · #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) #Natural Language Processing Techniques #Parallel Computing and Optimization Techniques #Topic Modeling
16. Quasi-Shadowing and Quasi-Stability for Dynamically Coherent Partially Hyperbolic Diffeomorphisms
    2014/05/01 by Huyi Hu, Hu, Huyi, Yunhua Zhou +3 · 1 citation
    Mathematics · Physics and Astronomy · #37C15 #37C50 #37D30 #Chaos control and synchronization #Dynamical Systems (math.DS) #FOS: Mathematics #Mathematical Dynamics and Fractals #Quantum chaos and dynamical systems #math.DS #msc:37C15 #msc:37C50 #msc:37D30
17. GAOKAO-Eval: Does high scores truly reflect strong capabilities in LLMs?
    2024/12/13 by Tianyi Liang, Lei, Zhikai, Liang, Tianyi +17 · 2 citations
    Engineering · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Biomedical and Engineering Education #Computation and Language (cs.CL) #FOS: Computer and information sciences
18. Data-free Weight Compress and Denoise for Large Language Models
    2024/02/26 by Runyu Peng, Yunhua Zhou, Peng, Runyu +11 · 1 citation
    Computer Science · #Advanced Data Compression Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences