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Yunhua Zhou

  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 · 7 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 · 40 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. Llama Scope: Extracting Millions of Features from Llama-3.1-8B with Sparse Autoencoders
    2024/10/27 by Zhengfu He, Wentao Shu, He, Zhengfu +21 · 31 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
  4. BBTv2: Towards a Gradient-Free Future with Large Language Models
    2022/05/23 by Tianxiang Sun, Sun, Tianxiang, Zhengfu He +9 · 7 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
  5. 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 · 22 citations
    Computer Science · Decision Sciences · #Time Series Analysis and Forecasting #Scientific Computing and Data Management #Topic Modeling
  6. Early Exiting with Ensemble Internal Classifiers
    2021/05/28 by Tianxiang Sun, Sun, Tianxiang, Yunhua Zhou +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
  7. 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)
  8. Code Needs Comments: Enhancing Code LLMs with Comment Augmentation
    2024/02/20 by Demin Song, Honglin Guo, Song, Demin +19 · 2 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Web Application Security Vulnerabilities
  9. Pre-Trained Policy Discriminators are General Reward Models
    2025/07/07 by Shihan Dou, Dou, Shihan, Shichun Liu +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
  10. BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments
    2024/10/31 by Xinghao Wang, Wang, Xinghao, Pengyu Wang +9 · 2 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
  11. GAOKAO-Eval: Does high scores truly reflect strong capabilities in LLMs?
    2024/12/13 by Lei, Zhikai, Tianyi Liang, 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