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Junda Wu

  1. Personalization of Large Language Models: A Survey
    2024/10/29 by Zhehao Zhang, Ryan A. Rossi, Zhang, Zhehao +41 · 2 voices · 22 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques
  2. Large Language Models and Causal Inference in Collaboration: A Survey
    2024/03/14 by Xiaoyu Liu, Paiheng Xu, Liu, Xiaoyu +23 · 17 citations
    Computer Science · #Topic Modeling
  3. GUI Agents: A Survey
    2024/12/18 by Deanna D. Nguyen, Jian Chen, Nguyen, Dang +54 · 30 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaze Tracking and Assistive Technology #Human-Computer Interaction (cs.HC) #Robotic Path Planning Algorithms #Web Data Mining and Analysis
  4. CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation
    2024/03/11 by Junda Wu, Wu, Junda, Cheng-Chun Chang +11 · 16 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Recommender Systems and Techniques #Topic Modeling
  5. FinVis-GPT: A Multimodal Large Language Model for Financial Chart Analysis
    2023/07/31 by Ziao Wang, Wang, Ziao, Yuhang Li +7 · 11 citations
    Computer Science · Decision Sciences · #Advanced Text Analysis Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Stock Market Forecasting Methods #Topic Modeling
  6. Visual Prompting in Multimodal Large Language Models: A Survey
    2024/09/05 by Junda Wu, Zhehao Zhang, Wu, Junda +27 · 13 citations
    Computer Science · #Multimodal Machine Learning Applications #Topic Modeling
  7. List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs
    2024/04/25 by Yan An, Zhengyuan Yang, Yan, An +19 · 9 citations
    Arts and Humanities · Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Lexicography and Language Studies #Natural Language Processing Techniques #Semantic Web and Ontologies
  8. Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval
    2024/10/17 by Yu Xia, Xia, Yu, Junda Wu +11 · 8 citations
    Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Semantic Web and Ontologies #Topic Modeling
  9. InstructGraph: Boosting Large Language Models via Graph-centric Instruction Tuning and Preference Alignment
    2024/02/13 by Jianing Wang, Wang, Jianing, Junda Wu +9 · 5 citations
    Computer Science · #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  10. InfoPrompt: Information-Theoretic Soft Prompt Tuning for Natural Language Understanding
    2023/06/08 by Junda Wu, Wu, Junda, Tong Yu +15 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Topic Modeling
  11. A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms
    2025/04/23 by Chengkai Huang, Huang, Chengkai, Hongtao Huang +15 · 8 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques
  12. From Selection to Generation: A Survey of LLM-based Active Learning
    2025/02/17 by Yu Xia, Xia, Yu, Subhojyoti Mukherjee +65 · 6 citations
    Computer Science · Social Sciences · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematics, Computing, and Information Processing #Open Education and E-Learning #Wikis in Education and Collaboration
  13. Futga: Towards Fine-grained Music Understanding through Temporally-enhanced Generative Augmentation
    2024/07/29 by Junda Wu, Zachary Novack, Wu, Junda +13 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #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
  14. A Survey on Personalized and Pluralistic Preference Alignment in Large Language Models
    2025/04/09 by Zhouhang Xie, Xie, Zhouhang, Junda Wu +20 · 5 citations
    Computer Science · #Recommender Systems and Techniques #Topic Modeling #Natural Language Processing Techniques
  15. CoMMIT: Coordinated Multimodal Instruction Tuning
    2024/07/29 by Xintong Li, Li, Xintong, Junda Wu +15 · 3 citations
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
  16. In-context Ranking Preference Optimization
    2025/04/21 by Junda Wu, Wu, Junda, Rohan Surana +15 · 2 voices · 3 citations
    Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Criteria Decision Making #cs.LG
  17. Few-Shot Dialogue Summarization via Skeleton-Assisted Prompt Transfer in Prompt Tuning
    2023/05/20 by Kaige Xie, Tong Yu, Xie, Kaige +15 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
  18. Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent
    2025/02/17 by Junda Wu, Wu, Junda, Yuxin Xiong +21 · 2 citations
    Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Educational Technology and Assessment #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Robotics and Automated Systems
  19. PDB-Eval: An Evaluation of Large Multimodal Models for Description and Explanation of Personalized Driving Behavior
    2025/07/24 by Junda Wu, Jessica Maria Echterhoff, Wu, Junda +9 · 2 citations
    Engineering · #Vehicle emissions and performance #Traffic Prediction and Management Techniques #Autonomous Vehicle Technology and Safety
  20. Active Learning for Direct Preference Optimization
    2025/03/03 by Branislav Kveton, Xintong Li, Kveton, Branislav +11 · 2 citations
    Computer Science · #Advanced Database Systems and Queries #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  21. Filesystem-Based Memory for LLM Agents: Organization, Evolution, and Sustainability
    2026/07/29 by Sizhe Zhou, Sheldon Yu, Hui Wei +8
    Computer Science · #cs.AI #cs.CL
  22. How Hard Does It Think? Analyzing Step-Aware Reasoning Energy in LLM Chain-of-Thought Trajectories
    2026/07/28 by Hui Wei, Junda Wu, Sheldon Yu +8
    Computer Science · #cs.AI #cs.CL #cs.LG
  23. RRPO: Reference-Relative Policy Optimization with Stratified Conditional Rollouts
    2026/07/20 by Yuxin Xiong, Xunyi Jiang, Rohan Surana +8
    #cs.LG #cs.AI
  24. Can We Break LLMs Out of Self-Loops? Fine-Grained Reasoning Control with Activation Steering
    2026/07/20 by Sheldon Yu, Tong Yu, Xunyi Jiang +6
    #cs.AI