Selected Publications

1. 

   Estimating the impact of the Russian invasion on the displacement of graduating high school students in Ukraine

   Tetiana Zakharchenko, Andrew Bell, Nazarii Drushchak, Oleksandra Konopatska, Falaah Arif Khan, and Julia Stoyanovich

   Nature Communications 2025

   Cite PDF Github

   @article{ukraine_edu25,
     title = {Estimating the impact of the {Russian} invasion on the displacement of graduating high school students in {Ukraine}},
     author = {Zakharchenko, Tetiana and Bell, Andrew and Drushchak, Nazarii and Konopatska, Oleksandra and Khan, Falaah Arif and Stoyanovich, Julia},
     year = {2025},
     journal = {Nature Communications},
     keywords = {journal,education,policy,RAIforUkraine},
   }

2. 

   ShaRP: Explaining Rankings and Preferences with Shapley Values

   Venetia Pliatsika, João Fonseca, Kateryna Akhynko, Ivan Shevchenko, and Julia Stoyanovich

   Proc. VLDB Endow. 2025

   Cite PDF Github

   @article{sharp,
     author = {Pliatsika, Venetia and Fonseca, Jo{\~{a}}o and Akhynko, Kateryna and Shevchenko, Ivan and Stoyanovich, Julia},
     title = {{ShaRP}: Explaining Rankings and Preferences with Shapley Values},
     journal = {Proc. {VLDB} Endow.},
     volume = {18},
     number = {11},
     year = {2025},
     doi = {10.14778/3749646.3749682},
     keywords = {journal,data,ranking,explainability,transparency,RAIforUkraine}
   }

3. 

   Still More Shades of Null: An Evaluation Suite for Responsible Missing Value Imputation

   Falaah Arif Khan, Denys Herasymuk, Nazar Protsiv, and Julia Stoyanovich

   Proc. VLDB Endow. 2025

   Cite PDF Github

   @article{shades,
     title = {Still More Shades of {Null}: An Evaluation Suite for Responsible Missing Value Imputation},
     author = {{Arif Khan}, Falaah and Herasymuk, Denys and Protsiv, Nazar and Stoyanovich, Julia},
     year = {2025},
     journal = {Proc. {VLDB} Endow.},
     volume = {18},
     number = {9},
     doi = {14778/3746405.3746416},
     keywords = {journal,RAIforUkraine,data}
   }

4. 

   SHAP-based Explanations are Sensitive to Feature Representation

   Hyunseung Hwang, Andrew Bell, Joao Fonseca, Venetia Pliatsika, Julia Stoyanovich, and Steven Euijong Whang

   In Conference on Fairness, Accountability, and Transparency, ACM FAccT 2025

   Cite PDF

   @inproceedings{sharp_attack,
     title = {{SHAP}-based Explanations are Sensitive to Feature Representation},
     author = {Hwang, Hyunseung and Bell, Andrew and Fonseca, Joao and Pliatsika, Venetia and Stoyanovich, Julia and Whang, Steven Euijong},
     year = {2025},
     booktitle = {Conference on Fairness, Accountability, and Transparency, {ACM FAccT}},
     keywords = {conference,data,explainability,transparency}
   }

5. 

   CREDAL: Close Reading of Data Models

   George Fletcher, Olha Nahurna, Matvii Prytula, and Julia Stoyanovich

   In Proceedings of the Workshop on Human-In-the-Loop Data Analytics (HILDA) at ACM SIGMOD 2025

   Cite PDF

   @inproceedings{credal2025,
     title = {{CREDAL}: Close Reading of Data Models},
     author = {Fletcher, George and Nahurna, Olha and Prytula, Matvii and Stoyanovich, Julia},
     year = {2025},
     booktitle = {Proceedings of the Workshop on Human-In-the-Loop Data Analytics (HILDA) at ACM SIGMOD},
     url = {https://dl.acm.org/doi/10.1145/3736733.3736737},
     keywords = {data,RAIforUkraine}
   }

6. 

   Responsible Model Selection with Virny and VirnyView

   Denys Herasymuk, Falaah Arif Khan, and Julia Stoyanovich

   In Companion of the International Conference on Management of Data, SIGMOD/PODS, Santiago, Chile 2024

   Cite PDF Github

   @inproceedings{DBLP:conf/sigmod/HerasymukKS24,
     author = {Herasymuk, Denys and Khan, Falaah Arif and Stoyanovich, Julia},
     editor = {Barcel{\'{o}}, Pablo and Pi, Nayat S{\'{a}}nchez and Meliou, Alexandra and Sudarshan, S.},
     title = {Responsible Model Selection with Virny and VirnyView},
     booktitle = {Companion of the International Conference on Management of Data,
                       {SIGMOD/PODS}, Santiago, Chile},
     pages = {488--491},
     publisher = {{ACM}},
     year = {2024},
     url = {https://doi.org/10.1145/3626246.3654738},
     doi = {10.1145/3626246.3654738},
     keywords = {conference,demo,RAIforUkraine,data},
     author+an = {1=self;2=self;3=self}
   }

7. 

   Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy

   Lucas Rosenblatt, Bernease Herman, Anastasia Holovenko, Wonkwon Lee, Joshua R. Loftus, Elizabeth McKinnie, Taras Rumezhak, Andrii Stadnik, Bill Howe, and Julia Stoyanovich

   SIGMOD Rec. 2024

   Cite PDF Github

   @article{DBLP:journals/sigmod/RosenblattHHLLMRSHS24,
     author = {Rosenblatt, Lucas and Herman, Bernease and Holovenko, Anastasia and Lee, Wonkwon and Loftus, Joshua R. and McKinnie, Elizabeth and Rumezhak, Taras and Stadnik, Andrii and Howe, Bill and Stoyanovich, Julia},
     title = {Epistemic Parity: Reproducibility as an Evaluation Metric for Differential
                       Privacy},
     journal = {{SIGMOD} Rec.},
     volume = {53},
     number = {1},
     pages = {65--74},
     year = {2024},
     url = {https://doi.org/10.1145/3665252.3665267},
     doi = {10.1145/3665252.3665267},
     keywords = {journal,privacy,RAIforUkraine},
     author+an = {1=self;3=self;4=self;6=self;7=self;8=self;10=self}
   }

8. 

   Responsible AI literacy: A stakeholder-first approach

   Daniel Dominguez, and Julia Stoyanovich

   Big Data and Society 2023

   Cite PDF

   @article{DominguezStoyanovich23,
     author = {Dominguez, Daniel and Stoyanovich, Julia},
     title = {Responsible AI literacy: A stakeholder-first approach},
     journal = {Big Data and Society},
     year = {2023},
     keywords = {journal,education,rds},
     doi = {https://doi.org/10.1177/20539517231219958},
   }

9. 

   Fairness in Ranking, Part I: Score-Based Ranking

   Meike Zehlike, Ke Yang, and Julia Stoyanovich

   ACM Computing Surveys 2023

   Cite PDF

   @article{10.1145/3533379,
     author = {Zehlike, Meike and Yang, Ke and Stoyanovich, Julia},
     title = {Fairness in Ranking, Part I: Score-Based Ranking},
     journal = {{ACM} Computing Surveys},
     volume = {55},
     number = {6},
     pages = {118:1--118:36},
     year = {2023},
     doi = {10.1145/3533379},
     keywords = {journal,fair,ranking},
     author+an = {2=self;3=self},
   }

10. 

    A Simple and Practical Method for Reducing the Disparate Impact of Differential Privacy

    Lucas Rosenblatt, Julia Stoyanovich, and Christopher Musco

    In Thirty-Eighth AAAI Conference on Artificial Intelligence 2024

    Cite

    @inproceedings{DBLP:conf/aaai/RosenblattSM24,
      author = {Rosenblatt, Lucas and Stoyanovich, Julia and Musco, Christopher},
      editor = {Wooldridge, Michael J. and Dy, Jennifer G. and Natarajan, Sriraam},
      title = {A Simple and Practical Method for Reducing the Disparate Impact of
                        Differential Privacy},
      booktitle = {Thirty-Eighth {AAAI} Conference on Artificial Intelligence},
      pages = {21554--21562},
      publisher = {{AAAI} Press},
      year = {2024},
      url = {https://doi.org/10.1609/aaai.v38i19.30153},
      doi = {10.1609/AAAI.V38I19.30153},
      keywords = {fairness,privacy,conference},
      author+an = {1=self;2=self},
    }