Junda Wu
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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
- 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)
- 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
- 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
- RRPO: Reference-Relative Policy Optimization with Stratified Conditional Rollouts
2026/07/20 by Yuxin Xiong, Xunyi Jiang, Rohan Surana +8
#cs.LG #cs.AI
- 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