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Yuji Roh
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  • Projects
Yuji Roh
  • Main
  • Projects
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    • Main
    • Projects

Recent Projects

Solving Fairness in Computer Vision

  • Dr-Fairness: Dynamic Data Ratio Adjustment for Fair Training on Real and Generated Data, TMLR 2023 

Ensuring Fairness Amid Data Distribution Shifts

  • Improving Fair Training under Correlation Shifts, ICML 2023 

Lowering the Barrier of Fair AI Development

  • FairBatch: Batch Selection for Model Fairness, ICLR 2021 

  • Dr-Fairness: Dynamic Data Ratio Adjustment for Fair Training on Real and Generated Data, TMLR 2023

  • Sample Selection for Fair and Robust Training, NeurIPS 2021

Supporting Multiple Trustworthy AI Goals Together

  • Sample Selection for Fair and Robust Training, NeurIPS 2021 

  • FR-Train: A Mutual Information-Based Approach to Fair and Robust Training, ICML 2020

  • Machine Learning Robustness, Fairness, and their Convergence, SIGKDD 2021

  • Data Cleaning for Accurate, Fair, and Robust Models, DEEM @ SIGMOD 2019

Focusing on Data-Centric AI

  • Data Collection and Quality Challenges in Deep Learning: A Data-Centric AI Perspective, VLDB Journal 2022 

  • A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective, IEEE TKDE 2021 

  • Inspector Gadget: A Data Programming-Based Labeling System for Industrial Images, VLDB 2021

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