a quick overview of some professional experiences


Name Lucius EJ Bynum
Position PhD Candidate, NYU Center for Data Science
Microsoft Research PhD Fellow


Funding and Awards


Teaching and Mentoring

  • 2022-Present

    USA + Ukraine

    Research Advisor, R/AI Research Program
    NYU Center for Responsible AI + Ukrainian Catholic University + National University of Kyiv-Mohyla Academy
  • Spring 2023

    NYC, New York

    Teaching Assistant + Section Leader, Responsible Data Science
    New York University
  • Spring 2022

    NYC, New York

    Instructor, We Are AI
    New York University + Queens Public Library
  • 2017-2018

    Claremont, CA

    Operations Research Mathematics Grader
    Harvey Mudd College
  • 2015-2018

    Claremont, CA

    Writing Center Consultant
    Harvey Mudd College
  • 2016-2017

    Claremont, CA

    Academic Excellence Mathematics Tutor
    Harvey Mudd College
  • 2016-2017

    Claremont, CA

    Student Mentor
    Harvey Mudd College


  • For more info, see my publications page.
    - Bynum, L.E.J., Loftus, J.R., & Stoyanovich, J. Counterfactuals for the Future. Proceedings of the AAAI Conference on Artificial Intelligence (AAAI 2023).
    - Bell, A.; Bynum, L.E.J.; Drushchak, N.; Zakharchenko, T.; Rosenblatt, L.; & Stoyanovich, J. The Possibility of Fairness: Revisiting the Impossibility Theorem in Practice. Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency (FAccT 2023).
    - Bynum, L.E.J.; Arif Khan, F.; Konopatska, O.; Loftus, J.R.; and Stoyanovich, J. An Interactive Introduction to Causal Inference. VISxAI: Workshop on Visualization for AI Explainability (VISxAI 2022).
    - Bynum, L.E.J.; Loftus, J.R.; and Stoyanovich, J. Disaggregated Interventions to Reduce Inequality. Equity and Access in Algorithms, Mechanisms, and Optimization (EAAMO 2021).
    - Bynum, L.E.J.; Doster, T.; Emerson, T.H.; and Kvinge, H. Rotational Equivariance for Object Classification Using xView. 2020 IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2020). Note: alphabetical order.
    - Loftus, J.R.; Bynum, L.E.J.; and Hansen, S. (2024). Causal Dependence Plots. Under Review.
    - Rosenblatt, L.; Bynum, L.E.J.; Bell, A.; and Stoyanovich, J. (2024). A General Framework for Approximate Fairness. Under Review. Note: equal contribution.
    - Bynum, L.E.J.; Loftus, J.R.; and Stoyanovich, J. (2024). A New Paradigm for Counterfactual Reasoning in Fairness and Recourse. Under Review.