publications

2023

1. 

   Counterfactual Fairness Is Basically Demographic Parity

   Lucas Rosenblatt, and R Teal Witter

   AAAI 2023
2. 

   The Possibility of Fairness: Revisiting the Impossibility Theorem in Practice

   Andrew Bell, Lucius Bynum, Nazarii Drushchak, Tetiana Herasymova, Lucas Rosenblatt, and Julia Stoyanovich

   arXiv preprint arXiv:2302.06347 2023

2022

1. 

   Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy

   Lucas Rosenblatt, Anastasia Holovenko, Taras Rumezhak, Andrii Stadnik, Bernease Herman, Julia Stoyanovich, and Bill Howe

   arXiv preprint arXiv:2208.12700 2022
2. 

   Spending Privacy Budget Fairly and Wisely

   Lucas Rosenblatt, Joshua Allen, and Julia Stoyanovich

   Theory and Practice of Differential Privacy 2022 (@ICML) 2022
3. 

   Critical Perspectives: A Benchmark Revealing Pitfalls in PerspectiveAPI

   Lucas Rosenblatt, Lorena Piedras, and Julia Wilkins

   In Proceedings of the Second Workshop on NLP for Positive Impact (NLP4PI) 2022

2021

1. 

   PerfGuard: deploying ML-for-systems without performance regressions, almost!

   Remmelt Ammerlaan, Gilbert Antonius, Marc Friedman, HM Sajjad Hossain, Alekh Jindal, Peter Orenberg, Hiren Patel, Shi Qiao, Vijay Ramani, Lucas Rosenblatt, and  others

   Proceedings of the VLDB Endowment 2021

2020

1. 

   Differentially private synthetic data: Applied evaluations and enhancements

   Lucas Rosenblatt, Xiaoyan Liu, Samira Pouyanfar, Eduardo Leon, Anuj Desai, and Joshua Allen

   arXiv preprint arXiv:2011.05537 2020

   Bib

   @article{rosenblatt2020differentially,
     title = {Differentially private synthetic data: Applied evaluations and enhancements},
     author = {Rosenblatt, Lucas and Liu, Xiaoyan and Pouyanfar, Samira and de Leon, Eduardo and Desai, Anuj and Allen, Joshua},
     journal = {arXiv preprint arXiv:2011.05537},
     year = {2020},
   }

2. 

   PerfGuard: Deploying ML-for-Systems without Performance Regressions

   HM Sajjad Hossain, Lucas Rosenblatt, Gilbert Antonius, Irene Shaffer, Remmelt Ammerlaan, Abhishek Roy, Markus Weimer, Hiren Patel, Marc Friedman, Shi Qiao, Peter Orenberg, and  others

   MLOps 2020

2018

1. 

   Vocal programming for people with upper-body motor impairments

   Lucas Rosenblatt, Patrick Carrington, Kotaro Hara, and Jeffrey P Bigham

   In Proceedings of the 15th International Web for All Conference 2018

2017

1. 

   Vocalide: An ide for programming via speech recognition

   Lucas Rosenblatt

   In Proceedings of the 19th International ACM SIGACCESS Conference on Computers and Accessibility 2017