added publications

stoyanovich · stoyanovich · commit 0abd2f63f79b · 2026-01-29T22:45:53.000-05:00
diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib
@@ -1,3 +1,97 @@
+@article{ukraine_edu25,
+    title = {Estimating the impact of the {Russian} invasion on the displacement of graduating high school students in {Ukraine}},
+    author = {Tetiana Zakharchenko and Andrew Bell and Nazarii Drushchak and Oleksandra Konopatska and Falaah Arif Khan and Julia Stoyanovich},
+    year = {2025},
+    journal = {Nature Communications},
+    pdf = {https://www.nature.com/articles/s41599-025-04675-5.epdf},
+    keywords = {journal,education,policy,RAIforUkraine},
+    preview = {map.png},
+    code = {https://github.com/DataResponsibly/ZNO-Dataset},
+    bibtex_show={true},
+    selected = {true}
+}
+
+@article{hwang2026explanationmultiplicity,
+      title={Explanation Multiplicity in {SHAP}: Characterization and Assessment}, 
+      author={Hyunseung Hwang and Seungeun Lee and Lucas Rosenblatt and Steven Euijong Whang and Julia Stoyanovich},
+      year={2026},
+      eprint={2601.12654},
+      pdf = {https://www.arxiv.org/abs/2601.12654},
+      archivePrefix={arXiv},
+      journal      = {CoRR},
+      primaryClass={cs.LG},
+      selected = {true},
+      keywords = {data,explainability,transparency},
+      preview = {transparency.png},
+      bibtex_show={true}
+}
+
+@inproceedings{turbal2025ellice,
+  title={Elli{CE}: Efficient and Provably Robust Algorithmic Recourse via the Rashomon Sets},
+  author={Bohdan Turbal and Iryna Voitsitska and Lesia Semenova},
+  booktitle={Proceedings of NeurIPS},
+  year={2025},
+  keywords = {RAIforUkraine},
+  bibtex_show={true},
+  pdf = {https://openreview.net/pdf/f59d93d5b3a7a15be7221bf90c47d410aabedea6.pdf},
+  preview = {lightbulb.png},
+  code = {https://github.com/BogdanTurbal/ellice}
+}  
+
+@inproceedings{restQ,
+  author={Kilbasovych, Ostap and Djeffal, Belkis and Bourhis, Pierre and Rouvoy, Romain},
+  booktitle={In Proceddings of the IEEE International Conference on Cloud Engineering (IC2E)}, 
+  title={{REST-Q – A Framework to Assess Energy Consumption in Web Applications}}, 
+  year={2025},
+  pages={77-78},
+  doi={10.1109/IC2E65552.2025.00020},
+  pdf = {https://ieeexplore.ieee.org/document/11196504},
+  preview = {lightbulb.png},
+  bibtex_show={true},
+  keywords = {RAIforUkraine},
+  note = {demonstration}
+}
+
+@inproceedings{BuleshnyiPZB,
+   title = {Constraint-aware Learning of Probabilistic Sequential Models for Multi-Label Classification},
+   author = {Mykhailo Buleshnyi and Anna Polova and Zsolt Zombori and Michael Benedikt},
+   booktitle = {In Proceedings of the Workshop on New Ideas for Large-Scale Neurosymbolic Learning Systems (LS-NSL) at VLDB},
+   bibtex_show={true}, 
+   year = {2025},
+   preview = {lightbulb.png},
+   keywords = {RAIforUkraine},
+   pdf = {https://www.vldb.org/2025/Workshops/VLDB-Workshops-2025/LS-NSL/LS-NSL25_2.pdf}
+}
+
+@article{herasymuk2025virnyflow,
+      title={{VirnyFlow}: A Design Space for Responsible Model Development},
+      author={Denys Herasymuk and Nazar Protsiv and Julia Stoyanovich},
+      year={2025},
+      eprint={2506.01584},
+      pdf = {https://arxiv.org/abs/2506.01584/},
+      archivePrefix={arXiv},
+      journal      = {CoRR},
+      primaryClass={cs.LG},
+      code = {https://github.com/denysgerasymuk799/virny-flow},
+      bibtex_show={true}, 
+      selected = {true},
+      preview = {virny.png},
+      keywords = {working,RAIforUkraine,data}
+}
+
+
+@inproceedings{ecai25,
+     title = {From Benchmarking to Understanding {FairML}},
+     author = {Mykola Pechenizkiy and Hilde Weerts and Cassio de Campos and Yuya Sasaki and Julia Stoyanovich},
+     year = {2025},
+     booktitle = {Proceedings of ECAI},
+     keywords = {fairness},
+     doi = {10.3233/FAIA250783},
+     pdf = {https://ebooks.iospress.nl/doi/10.3233/FAIA250783},
+     preview = {fairness_tree.png},
+     bibtex_show={true}
+}
+
 @article{natmed_25,
     author = {Tina Hernandez-Boussard
             and Aaron Y. Lee
@@ -14,18 +108,22 @@ @article{natmed_25
     bibtex_show={true}
 }
 
-@article{ukraine_edu25,
-    title = {Estimating the impact of the {Russian} invasion on the displacement of graduating high school students in {Ukraine}},
-    author = {Tetiana Zakharchenko and Andrew Bell and Nazarii Drushchak and Oleksandra Konopatska and Falaah Arif Khan and Julia Stoyanovich},
-    year = {2025},
-    journal = {Nature Communications},
-    pdf = {https://www.nature.com/articles/s41599-025-04675-5.epdf},
-    keywords = {journal,education,policy,RAIforUkraine},
-    preview = {map.png},
-    code = {https://github.com/DataResponsibly/ZNO-Dataset},
-    bibtex_show={true},
-    selected = {true}
-} 
+@article{shades,
+      title={Still More Shades of {Null}: An Evaluation Suite for Responsible Missing Value Imputation},
+      author={Falaah {Arif Khan} and Denys Herasymuk and Nazar Protsiv and Julia Stoyanovich},
+      year={2025},
+      journal      = {Proc. {VLDB} Endow.},
+      volume = {18},
+      number = {9},
+      doi     = {14778/3746405.3746416},
+      url={https://www.vldb.org/pvldb/vol18/p2899-stoyanovich.pdf},
+      pdf={https://www.vldb.org/pvldb/vol18/p2899-stoyanovich.pdf},
+      code = {https://github.com/FalaahArifKhan/data-cleaning-stability},
+      preview = {shades.png},
+      bibtex_show={true},
+      selected = {true},
+      keywords = {journal,RAIforUkraine,data}
+}  
 
 @article{sharp,
   author       = {Venetia Pliatsika and
@@ -47,23 +145,6 @@ @article{sharp
   keywords = {journal,data,ranking,explainability,transparency,RAIforUkraine}
 }
 
-@article{shades,
-      title={Still More Shades of {Null}: An Evaluation Suite for Responsible Missing Value Imputation},
-      author={Falaah {Arif Khan} and Denys Herasymuk and Nazar Protsiv and Julia Stoyanovich},
-      year={2025},
-      journal      = {Proc. {VLDB} Endow.},
-      volume = {18},
-      number = {9},
-      doi     = {14778/3746405.3746416},
-      url={https://www.vldb.org/pvldb/vol18/p2899-stoyanovich.pdf},
-      pdf={https://www.vldb.org/pvldb/vol18/p2899-stoyanovich.pdf},
-      code = {https://github.com/FalaahArifKhan/data-cleaning-stability},
-      preview = {shades.png},
-      bibtex_show={true},
-      selected = {true},
-      keywords = {journal,RAIforUkraine,data}
-}  
-
 @inproceedings{sharp_attack,
    title = {{SHAP}-based Explanations are Sensitive to Feature Representation},
    author = {Hyunseung Hwang and Andrew Bell and Joao Fonseca and Venetia Pliatsika and Julia Stoyanovich and Steven Euijong Whang},
@@ -77,6 +158,24 @@ @inproceedings{sharp_attack
    keywords={conference,data,explainability,transparency} 
 }
 
+
+@inproceedings{fonseca-etal-2025-safenudge,
+    title = "{SafeNudge}: Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs",
+    author = "Fonseca, Joao  and
+      Bell, Andrew  and
+      Stoyanovich, Julia",
+    booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
+    month = nov,
+    year = "2025",
+    publisher = "ACM",
+    doi = "10.18653/v1/2025.emnlp-main.1010",
+    pages = "19955--19969",
+    ISBN = "979-8-89176-332-6",
+    bibtex_show={true},
+    selected = {true},
+    keywords={conference,privacy,safety} 
+}
+
 @article{Edelson_Kovba_Yershova_Botelho_McCoy_Lauinger_2025, 
    title={Measurement and Metrics for Content Moderation: The Multi-Dimensional Dynamics of Engagement and Content Removal on Facebook}, 
    volume={2}, 
@@ -148,10 +247,7 @@ @article{hod2025reallyneedpublicdata
       title={Do You Really Need Public Data? Surrogate Public Data for Differential Privacy on Tabular Data},
       author={Shlomi Hod and Lucas Rosenblatt and Julia Stoyanovich},
       year={2025},
-      journal = {arXiv},
-      eprint={2504.14368},
-      archivePrefix={arXiv},
-      primaryClass={cs.LG},
+      journal = {The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS), Datasets \& Benchmarks Track},
       url={https://arxiv.org/abs/2504.14368},
       pdf={https://arxiv.org/abs/2504.14368},
       preview={epistemic_parity.png},
@@ -172,7 +268,7 @@ @article{DBLP:journals/pvldb/CampbellSM24
   pdf          = {https://www.vldb.org/pvldb/vol17/p4341-campbell.pdf},
   bibtex_show={true},
   preview  = {erica.png}, 
-  keywords={conference,fairness,data,demo} 
+  keywords={conference,fairness,data,demo,ranking} 
 }
 
 @inproceedings{DBLP:conf/ijcai/BynumLS24,
@@ -309,6 +405,19 @@ @inproceedings{DBLP:conf/eaamo/FonsecaBABS23
   keywords     = {conference, fairness}
 }
 
+@inproceedings{fairrecourse,
+      title={How Much Effort Is Enough? Fairness in Algorithmic Recourse Through the Lens of Substantive Equality of Opportunity}, 
+      author={Andrew Bell and Joao Fonseca and Carlo Abrate and Francesco Bonchi and Julia Stoyanovich},
+      year={2025},
+      booktitle = {Equity and Access in Algorithms, Mechanisms, and Optimization, {EAAMO}},
+      publisher = {{ACM}},
+      doi = {10.1145/3757887.3763014},
+      pdf = {https://dl.acm.org/doi/pdf/10.1145/3757887.3763014},
+      preview={recourse.png},
+      bibtex_show={true},
+      keywords = {conference,fairness}
+}
+
 @article{DBLP:journals/pvldb/LiMSJ23,
   author       = {Jinyang Li and
                   Yuval Moskovitch and
@@ -324,7 +433,7 @@ @article{DBLP:journals/pvldb/LiMSJ23
   timestamp    = {Mon, 27 Nov 2023 13:13:34 +0100},
   biburl       = {https://dblp.org/rec/journals/pvldb/LiMSJ23.bib},
   bibsource    = {dblp computer science bibliography, https://dblp.org},
-  keywords = {journal,fairness,data},
+  keywords = {journal,fairness,data,ranking},
   preview  = {erica.png},
   bibtex_show = {true}
 }
diff --git a/_pages/publications.md b/_pages/publications.md
@@ -3,12 +3,12 @@ layout: page
 permalink: /research/
 title: 
 description: 
-#years: [2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015]  # replace with your own years
+#years: [i2026, 2025, 2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015]  # replace with your own years
 years_priv: [2025,2024, 2023, 2022, 2020, 2018, 2017]  
-years_rank: [2024, 2023, 2022, 2021, 2019, 2018, 2017, 2016, 2015]  
+years_rank: [2025, 2024, 2023, 2022, 2021, 2019, 2018, 2017, 2016, 2015]  
 years_edu: [2025, 2024, 2023, 2022, 2021, 2020]  
-years_fair: [2024, 2023, 2022, 2021, 2020, 2019, 2017]  
-years_expl: [2025, 2024, 2023, 2022, 2020, 2019]  
+years_fair: [2025, 2024, 2023, 2022, 2021, 2020, 2019, 2017]  
+years_expl: [2026, 2025, 2024, 2023, 2022, 2020, 2019]  
 years_pol: [2025, 2024, 2023, 2022, 2019, 2018, 2017]  
 nav: false
 nav_order: 2
@@ -111,19 +111,19 @@ and algoroithmic fairness, and investigating the trade-offs between fairness and
     {% bibliography -f papers -q @*[year={{y}} && keywords ^= *policy]* %}
   {% endfor %}
   
-  <h2 class="category" id="privacy">Privacy</h2>
+  <h2 class="category" id="privacy">Safety and Privacy</h2>
   Our work in privacy includes peer-reviewed papers, as well as tools and benchmarks.
   Take a look at the <a href="https://github.com/DataResponsibly/DataSynthesizer">Data Synthesizer</a> tool
   that we've been using to teach differentially private data synthesis.  
   And check out our latest DP synethetic data benchmarking package,
   <a href="https://github.com/DataResponsibly/SynRD">SynRD</a>, posing the question: 
   "Can a DP synthesizer produce private (tabular) data that preserves scientific findings?" 
-  In other words, do DP synthesizers satisfy epistemic parity?
+  In other words, do DP synthesizers satisfy epistemic parity?  
+  We also started working on safety assessment and interventions, take a look at our <a href="https://github.com/joaopfonseca/SafeNudge">SafeNudge</a> project.
 
-  <!-- Add your category specific text here -->
   {% for y in page.years_priv %}
-    <h2 class="year">{{y}}</h2>
-    {% bibliography -f papers -q @*[year={{y}} && keywords ^= *privacy && keywords ^= *priv] %}
+    <h2 class="year">{{ y }}</h2>
+    {% bibliography -f papers -q @*[year={{y}} && keywords ~= privacy|safety]* %}
   {% endfor %}
 
   <h2 class="category" id="ranking">Ranking</h2> One kind of algorithm
diff --git a/_pages/research_dropdown.md b/_pages/research_dropdown.md
@@ -17,13 +17,13 @@ children:
     - title: Fairness
       permalink: /research/#fairness
     - title: divider
-    - title: Policy
+    - title: Policy and Regulation
       permalink: /research/#policy
     - title: divider
-    - title: Privacy
+    - title: Privacy and Safety
       permalink: /research/#privacy
     - title: divider
-    - title: Ranking
+    - title: Ranking and Matching
       permalink: /research/#ranking
     - title: divider
     - title: RAI education
