Zhuang, Yuchen
- 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
- ToolQA: A Dataset for LLM Question Answering with External Tools
2023/06/23 by Zhuang, Yuchen, Yu, Yue, Wang, Kuan +2 · 39 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- AdaPlanner: Adaptive Planning from Feedback with Language Models
2023/05/26 by Haotian Sun, Sun, Haotian, Yuchen Zhuang +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
- EHRAgent: Code Empowers Large Language Models for Few-shot Complex Tabular Reasoning on Electronic Health Records
2024/01/13 by Wenqi Shi, Ran Xu, Shi, Wenqi +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
- ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search
2023/10/20 by Yuchen Zhuang, Xiang Chen, Zhuang, Yuchen +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
- Aligning Large Language Models with Representation Editing: A Control Perspective
2024/06/10 by Lingkai Kong, Kong, Lingkai, Haorui Wang +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
- HYDRA: Model Factorization Framework for Black-Box LLM Personalization
2024/06/05 by Yuchen Zhuang, Haotian Sun, Zhuang, Yuchen +10 · 10 citations
Computer Science · #Natural Language Processing Techniques
- 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
- Autoregressive Diffusion Model for Graph Generation
2023/07/17 by Kong, Lingkai, Cui, Jiaming, Sun, Haotian +3 · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MedAdapter: Efficient Test-Time Adaptation of Large Language Models towards Medical Reasoning
2024/05/05 by Shi, Wenqi, Xu, Ran, Zhuang, Yuchen +5 · 7 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- 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
- End-to-End Stochastic Optimization with Energy-Based Model
2022/11/25 by Kong, Lingkai, Cui, Jiaming, Zhuang, Yuchen +3 · 2 citations
#FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Physics and Society (physics.soc-ph)
- 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
- Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs
2024/10/28 by Changhao Li, Li, Changhao, Yuchen Zhuang +11 · 3 citations
Computer Science · #Library Science and Information Systems #Research Data Management Practices #Mathematics, Computing, and Information Processing
- MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering
2025/05/12 by Rushi Qiang, Qiang, Rushi, Yuchen Zhuang +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
- 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
- ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval
2023/05/18 by Yu, Yue, Zhuang, Yuchen, Zhang, Rongzhi +3 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
- 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
- How Many Validation Labels Do You Need? Exploring the Design Space of Label-Efficient Model Ranking
2023/12/04 by Hu, Zhengyu, Zhang, Jieyu, Yu, Yue +2 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- TPD: Enhancing Student Language Model Reasoning via Principle Discovery and Guidance
2024/01/24 by Wang, Haorui, Zhang, Rongzhi, Li, Yinghao +4 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- 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
- WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning
2025/05/28 by Yuchen Zhuang, Di Jin, Zhuang, Yuchen +9 · 3 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Natural Language Processing Techniques
- Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training
2025/02/10 by Zhuang, Yuchen, Yang, Jingfeng, Jiang, Haoming +16 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- CellForge: Agentic Design of Virtual Cell Models
2025/08/04 by Xiangru Tang, Z. Q. Yu, Tang, Xiangru +25 · 3 citations
Biochemistry, Genetics and Molecular Biology · #Artificial Intelligence (cs.AI) #Cell Image Analysis Techniques #Computation and Language (cs.CL) #FOS: Biological sciences #FOS: Computer and information sciences #Gene Regulatory Network Analysis #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM) #Single-cell and spatial transcriptomics
- RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation
2025/07/26 by Xu, Ran, Zhuang, Yuchen, Yu, Yue +3 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)