Kim, Sungchul
- Bias and Fairness in Large Language Models: A Survey
2023/09/02 by Gallegos, Isabel O., Rossi, Ryan A., Barrow, Joe +6 · 88 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Personalization of Large Language Models: A Survey
2024/10/29 by Zhehao Zhang, Ryan A. Rossi, Zhang, Zhehao +41 · 2 voices · 18 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes
2024/02/03 by Isabel O. Gallegos, Gallegos, Isabel O., Ryan A. Rossi +15 · 15 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- GUI Agents: A Survey
2024/12/18 by Deanna D. Nguyen, Nguyen, Dang, Jian Chen +54 · 22 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
- Fairness-Aware Graph Neural Networks: A Survey
2023/07/08 by Chen, April, Rossi, Ryan A., Park, Namyong +6 · 7 citations
#FOS: Computer and information sciences #Information Retrieval (cs.IR) #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Visual Prompting in Multimodal Large Language Models: A Survey
2024/09/05 by Junda Wu, Wu, Junda, Zhehao Zhang +27 · 11 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling
- A Survey of Small Language Models
2024/10/25 by Van Nguyen, Chien, Shen, Xuan, Aponte, Ryan +25 · 7 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Knowledge-Aware Query Expansion with Large Language Models for Textual and Relational Retrieval
2024/10/17 by Yu Xia, Junda Wu, Xia, Yu +11 · 7 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
- Which LLM to Play? Convergence-Aware Online Model Selection with Time-Increasing Bandits
2024/03/11 by Yu Xia, Xia, Yu, Fang Kong +11 · 4 citations
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- GPT-4 as an Effective Zero-Shot Evaluator for Scientific Figure Captions
2023/10/23 by Ting-Yao Hsu, Hsu, Ting-Yao, Chieh-Yang Huang +9 · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use
2024/10/21 by Zhang, Zhehao, Rossi, Ryan, Yu, Tong +7 · 5 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering
2024/09/04 by Yeonjun In, Sungchul Kim, In, Yeonjun +11 · 4 citations
Computer Science · #Computation and Language (cs.CL) #Expert finding and Q&A systems #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Survey of User Interface Design and Interaction Techniques in Generative AI Applications
2024/10/28 by Reuben Luera, Ryan A. Rossi, Luera, Reuben +23 · 1 voice · 4 citations
#cs.HC #cs.AI #cs.CL #cs.LG
- Disambiguation in Conversational Question Answering in the Era of LLMs and Agents: A Survey
2025/05/18 by Md Mehrab Tanjim, Yeonjun In, Tanjim, Md Mehrab +19 · 5 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- Is Safety Standard Same for Everyone? User-Specific Safety Evaluation of Large Language Models
2025/02/20 by Yeonjun In, Wonjoong Kim, In, Yeonjun +13 · 5 citations
Computer Science · Medicine · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Ethics and Social Impacts of AI #FOS: Computer and information sciences
- Higher-order Graph Convolutional Networks
2018/09/12 by Lee, John Boaz, Rossi, Ryan A., Kong, Xiangnan +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- From Selection to Generation: A Survey of LLM-based Active Learning
2025/02/17 by Yu Xia, Subhojyoti Mukherjee, Xia, Yu +65 · 4 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
- Learning Contextualized Knowledge Structures for Commonsense Reasoning
2020/10/24 by Yan, Jun, Raman, Mrigank, Chan, Aaron +6 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Personalized Visualization Recommendation
2021/02/12 by Qian, Xin, Rossi, Ryan A., Du, Fan +5 · 1 citation
#FOS: Computer and information sciences #H.3.4 #H.5.2 #Human-Computer Interaction (cs.HC) #Information Retrieval (cs.IR) #Machine Learning (cs.LG)
- Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs
2022/09/30 by Chanpuriya, Sudhanshu, Rossi, Ryan A., Kim, Sungchul +5 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Graph Learning with Localized Neighborhood Fairness
2022/12/22 by April Chen, Chen, April, Ryan A. Rossi +15 · 1 citation
Computer Science · Psychology · Social Sciences · #Advanced Graph Neural Networks #Cognitive Functions and Memory #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
- Summaries as Captions: Generating Figure Captions for Scientific Documents with Automated Text Summarization
2023/02/23 by Huang, Chieh-Yang, Hsu, Ting-Yao, Rossi, Ryan +6 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Structured Dynamic Pricing: Optimal Regret in a Global Shrinkage Model
2023/03/28 by Rashmi Ranjan Bhuyan, Adel Javanmard, Bhuyan, Rashmi Ranjan +11 · 1 citation
Economics, Econometrics and Finance · Social Sciences · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Health disparities and outcomes #Machine Learning (cs.LG) #Spatial and Panel Data Analysis
- Multi-LLM Collaborative Caption Generation in Scientific Documents
2025/01/05 by Kim, Jaeyoung, Lee, Jongho, Choi, Hong-Jun +8 · 2 citations
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion
2024/01/28 by Liu, Yujian, Ji, Jiabao, Yu, Tong +6 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Hallucination Diversity-Aware Active Learning for Text Summarization
2024/04/02 by Yu Xia, Xu Liu, Xia, Yu +13 · 1 citation
Computer Science · #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Multi-LLM Debiasing Framework
2024/09/20 by Owens, Deonna M., Rossi, Ryan A., Kim, Sungchul +7 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Learning to Reduce: Towards Improving Performance of Large Language Models on Structured Data
2024/07/03 by Younghun Lee, Sungchul Kim, Lee, Younghun +7 · 1 citation
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- Do Large Multimodal Models Solve Caption Generation for Scientific Figures? Lessons Learned from SciCap Challenge 2023
2025/01/31 by Ting-Yao Hsu, Hsu, Ting-Yao E., Yi-Li Hsu +19 · 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 #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent
2025/02/17 by Wu, Junda, Xiong, Yuxin, Li, Xintong +9 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- From Documents to Dialogue: Building KG-RAG Enhanced AI Assistants
2025/02/21 by Mukherjee, Manisha, Kim, Sungchul, Chen, Xiang +3 · 1 citation
#FOS: Computer and information sciences #Information Retrieval (cs.IR)
- Multi-Agent Collaborative Filtering: Orchestrating Users and Items for Agentic Recommendations
2025/11/23 by Xia, Yu, Kim, Sungchul, Yu, Tong +3 · 1 citation
Computer Science · #Recommender Systems and Techniques #Topic Modeling #Explainable Artificial Intelligence (XAI)