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Yuchen Zhuang

  1. Towards a Science of Scaling Agent Systems
    2025/12/09 by Yubin Kim, Kim, Yubin, Ken Gu +36 · 11 voices · 11 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #cs.AI
  2. AdaPlanner: Adaptive Planning from Feedback with Language Models
    2023/05/26 by Haotian Sun, Yuchen Zhuang, Sun, Haotian +7 · 28 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
  3. EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records
    2024/01/13 by Wenqi Shi, Shi, Wenqi, Ran Xu +17 · 19 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Healthcare #Topic Modeling
  4. ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search
    2023/10/20 by Yuchen Zhuang, Zhuang, Yuchen, Xiang Chen +13 · 16 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Software Engineering Research #Topic Modeling
  5. Aligning Large Language Models with Representation Editing: A Control Perspective
    2024/06/10 by Lingkai Kong, Haorui Wang, Kong, Lingkai +17 · 13 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Natural Language Processing Techniques #Systems and Control (eess.SY) #Topic Modeling #electronic engineering #information engineering
  6. HYDRA: Model Factorization Framework for Black-Box LLM Personalization
    2024/06/05 by Yuchen Zhuang, Zhuang, Yuchen, Haotian Sun +10 · 10 citations
    Computer Science · #Natural Language Processing Techniques
  7. Efficient Evolutionary Search Over Chemical Space with Large Language Models
    2024/06/23 by Haorui Wang, Wang, Haorui, Marta Skreta +24 · 10 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Evolutionary Algorithms and Applications #Metaheuristic Optimization Algorithms Research #DNA and Biological Computing
  8. PolyIE: A Dataset of Information Extraction from Polymer Material Scientific Literature
    2023/11/13 by Jerry Junyang Cheung, Yuchen Zhuang, Cheung, Jerry Junyang +13 · 3 citations
    Computer Science · Materials Science · Decision Sciences · #Topic Modeling #Machine Learning in Materials Science #Data Quality and Management
  9. MedAgentGym: A Scalable Agentic Training Environment for Code-Centric Reasoning in Biomedical Data Science
    2025/06/04 by Ran Xu, Yuchen Zhuang, Xu, Ran +29 · 6 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Artificial Intelligence (cs.AI) #Biomedical Text Mining and Ontologies #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
  10. Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs
    2024/10/28 by Changhao Li, Yuchen Zhuang, Li, Changhao +11 · 3 citations
    Computer Science · #Library Science and Information Systems #Research Data Management Practices #Mathematics, Computing, and Information Processing
  11. MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering
    2025/05/12 by Rushi Qiang, Yuchen Zhuang, Qiang, Rushi +19 · 5 citations
    Computer Science · Materials Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning in Materials Science
  12. ReSel: N-ary Relation Extraction from Scientific Text and Tables by Learning to Retrieve and Select
    2022/10/26 by Yuchen Zhuang, Zhuang, Yuchen, Yinghao Li +13 · 1 citation
    Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Topic Modeling
  13. Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration
    2025/04/07 by Ran Xu, Wenqi Shi, Xu, Ran +11 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Expert finding and Q&A systems #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  14. Towards Better Instruction Following Retrieval Models
    2025/05/27 by Yuchen Zhuang, Aaron Trinh, Zhuang, Yuchen +11 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Intelligent Tutoring Systems and Adaptive Learning #Topic Modeling
  15. BBox-Adapter: Lightweight Adapting for Black-Box Large Language Models
    2024/02/13 by Haotian Sun, Sun, Haotian, Yuchen Zhuang +7 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  16. WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning
    2025/05/28 by Yuchen Zhuang, Zhuang, Yuchen, Di Jin +9 · 3 citations
    Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Natural Language Processing Techniques
  17. MLE-Smith: Scaling MLE Tasks with Automated Multi-Agent Pipeline
    2025/10/08 by Rushi Qiang, Qiang, Rushi, Yuchen Zhuang +11 · 3 citations
    Computer Science · #Natural Language Processing Techniques
  18. Matryoshka Agent: Unfolding Sub-Agents for Long-Horizon Machine Learning Engineering
    2026/07/27 by Rushi Qiang, Changhao Li, Haotian Sun +3
    #cs.AI #cs.LG