1. Boston Diffusion Day, Cambridge, MA, 2025
  2. Harvard Statistics Seminar, Cambridge, MA, 2025
  3. Columbia Algorithms and Society Seminar, New York, NY, 2025
    Outlining the history of the field of fair machine learning and arguing that ``theoretical fairness'' is a doomed project.
  4. Predicting perturbations at single-cell resolution
    Cell Circuits and Epigenomics Seminar, Cambridge, MA, 2025
    An overview of the problem of single-cell perturbation prediction, presentation of results from benchmarking existing methods, and our novel approach for in silico experimentation.
  5. Thesis Defense, Oxford, UK, 2023
  6. Stanford Human Centered Artificial Intelligence, Stanford, CA, 2022
  7. DeepMind Sociotechnical Systems, London, England, 2022