Yongchan Kwon

1. Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning
   2022/03/03 by Weixin Liang, Yuhui Zhang, Liang, Weixin +7 · 97 citations
   Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
2. Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning
   2021/10/26 by Yongchan Kwon, Kwon, Yongchan, James Zou +1 · 24 citations
   Computer Science · #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
3. Efficient computation and analysis of distributional Shapley values
   2020/07/02 by Yongchan Kwon, Kwon, Yongchan, Manuel A. Rivas +3 · 6 citations
   Computer Science · Mathematics · #Advanced Statistical Methods and Models #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference
4. Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value
   2023/04/16 by Yongchan Kwon, James Zou, Kwon, Yongchan +1 · 6 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
5. Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits
   2024/05/06 by Jiachen T. Wang, T.S. Yang, Wang, Jiachen T. +7 · 6 citations
   Computer Science · #Data Mining Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Understanding Impact of Human Feedback via Influence Functions
   2025/01/10 by Taywon Min, Min, Taywon, Haeone Lee +5 · 4 citations
   Decision Sciences · #Artificial Intelligence (cs.AI) #Complex Systems and Decision Making #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
7. Data Acquisition: A New Frontier in Data-centric AI
   2023/11/22 by Lingjiao Chen, Bilge Acun, Chen, Lingjiao +19 · 1 citation
   Decision Sciences · Business, Management and Accounting · Computer Science · #Data Quality and Management #Big Data and Business Intelligence #Privacy-Preserving Technologies in Data
8. Proper Dataset Valuation by Pointwise Mutual Information
   2024/05/28 by Shuran Zheng, Xuan Qi, Zheng, Shuran +6 · 1 citation
   Business, Management and Accounting · Decision Sciences · #Big Data and Business Intelligence #Forecasting Techniques and Applications #Customer churn and segmentation