Publications

See also my Google scholar page.

  1. Robust Causality
    Tiffany Cai*Yuri Fonseca*, Kaiwen Hou, and Hongseok Namkoong
    arXiv:2405.09493 [stat.ML], 2024
  2. AI-driven Decisions
    Kelly Zhang*Tiffany Cai*Hongseok Namkoong, and Daniel Russo
    arXiv:2405.19466 [cs.LG], 2024
  3. AI-driven Decisions
    Jiung Lee, Hongseok Namkoong, and Yibo Zeng
    arXiv:2406.06855 [math.OC], 2024
  4. Trustworthy AI
    Jiashuo Liu*Tianyu Wang*Peng Cui, and Hongseok Namkoong
    arXiv:2307.05284 [cs.LG], 2024
    Conference version appeared in NeurIPS 2023.
  5. AI-driven Decisions
    Ethan Che, and Hongseok Namkoong
    arXiv:2303.11582 [cs.LG], 2023
    Major revision in Operations Research
  6. Trustworthy AI
    Tiffany CaiHongseok Namkoong, and Steve Yadlowsky
    arXiv:2303.02011 [stat.ML], 2023
    Major revision in Operations Research; Conference version appeared Symposium on Foundations of Responsible Computing 2023
  7. Robust Causality
    Ari BoyarskyHongseok Namkoong, and Jean Pouget-Abadie
    arXiv:2305.10728 [stat.ME], 2023
    Conference version appeared in ACM conference on Economics and Computation
  8. AI-driven Decisions
    Hongseok Namkoong*Samuel Daulton*, and Eytan Bakshy
    Major revision in Manufacturing & Service Operations Management, 2024
    Selected for an oral presentation at the Neurips 2020 OfflineRL Workshop
  9. Robust Causality
    Sookyo Jeong, and Hongseok Namkoong
    arXiv:2007.02411 [stat.ML], 2022
    Short version appeared in Conference on Learning Theory 2020
  10. Trustworthy AI
    Mike Li, Hongseok Namkoong, and Shangzhou Xia
    Working paper, 2024
    Short version appeared in NeurIPS 2021
  11. Trustworthy AI
    Hongseok NamkoongYuanzhe Ma , and Peter W. Glynn
    arXiv:2212.06338 [stat.ML], 2022
    Major revision in Operations Research
  12. Trustworthy AI
    Mitchell WortsmanGabriel Ilharco, Samir Yitzhak Gadre, Rebecca Roelofs, and 7 more authors
    In Proceedings of the 39th International Conference on Machine Learning , 2022
  13. Trustworthy AI
    Mitchell Wortsman*Gabriel Ilharco*, Jong Wook Kim, Mike Li, and 7 more authors
    In Proceedings of the 32nd IEEE Conference on Computer Vision and Pattern Recognition , 2022
    CVPR Best Paper Finalist
  14. Robust Causality
    Steve YadlowskyHongseok Namkoong, Sanjay Basu, John Duchi, and 1 more author
    Annals of Statistics, 2022
  15. Robust Causality
    Hongseok Namkoong*, Ramtin Keramati*, Steve Yadlowsky*, and Emma Brunskill
    In Advances in Neural Information Processing Systems 33 , 2020
  16. Trustworthy AI
    John C. Duchi, Tatsunori Hashimoto, and Hongseok Namkoong
    Operations Research, 2022
  17. Trustworthy AI
    John C. Duchi, and Hongseok Namkoong
    Annals of Statistics, 2021
  18. Trustworthy AI
    John C. Duchi , Peter W. Glynn, and Hongseok Namkoong
    Mathematics of Operations Research, 2021
    APS Best Student Paper Prize
  19. Trustworthy AI
    Aman Sinha*, Hongseok Namkoong*, Riccardo Volpi, and John Duchi
    In International Conference on Learning Representations , 2018
    Selected for a full oral presentation; 2% of submissions
  20. Trustworthy AI
    John C. Duchi, and Hongseok Namkoong
    Journal of Machine Learning Research, 2019
    Conference version won NeurIPS 2017 Best Paper Award
  21. Trustworthy AI
    Riccardo Volpi*, Hongseok Namkoong*John Duchi, Vittorio Murino, and 1 more author
    In Advances in Neural Information Processing Systems 31 , 2018
  22. Trustworthy AI
    Mathew O’Kelly*, Aman Sinha*, Hongseok Namkoong*John Duchi, and 1 more author
    In Advances in Neural Information Processing Systems 31 , 2018
  23. Trustworthy AI
    Tatsunori Hashimoto, Megha Srivastava, Hongseok Namkoong, and Percy Liang
    In International Conference on Machine Learning , 2018
    Best Paper Runner-up Award
  24. Hongseok Namkoong, Aman Sinha, Steve Yadlowsky , and John C Duchi
    In International Conference on Machine Learning , 2017
  25. Trustworthy AI
    Hongseok Namkoong , and John C. Duchi
    In Advances in Neural Information Processing Systems 29 , 2016