Causal ML for treatment effect estimation
Talk, MZES Social Science Data Lab, University of Mannheim, Mannheim, Germany
Talks and presentations
See a map of all the places I've given a talk!
2026
Uncertainty quantification in Causal ML
Tutorial, 5th Munich Causal ML Workshop, LMU Munich, Munich, Germany
Orthogonal Representation Learning for Estimating Causal Quantities
Presentation, International Symposium on Nonparametric Statistics (ISNPS) 2026, Thessaloniki, Greece
Causal Machine Learning under Privacy Constraints
Short talk, ELLIS Workshop on Safe and Secure Artificial Intelligence 2026, online
Orthogonal Representation Learning for Estimating Causal Quantities
Oral, International Conference on Artificial Intelligence and Statistics (AISTATS) 2026, Tangier, Morocco
Causal ML for treatment effect estimation
Tutorial, Internal Seminar @ Computational Biology Research Centre, Human Technopole, Milan, Italy
2025
Uncertainty quantification with (causal) prior-fitted networks
Presentation, Machine Learning Lunch at Vector, Vector Institute, Toronto, Canada
Causal ML for predicting treatment outcomes
Presentation, DaSCI Seminar, Andalusian Research Institute in Data Science and Computational Intelligence, online
2024
Causal ML for predicting treatment outcomes
Guest lecture, Online Machine Learning School 2024 for Clinicians and Researchers in the field of Psychiatry and Neuroscience, online
Causal ML for treatment effect estimation
Tutorial, 3rd Munich Causal ML Workshop, LMU Munich, Munich, Germany
Causal ML for predicting treatment outcomes
Presentation, Tissue Image Analytics (TIA) seminar (University of Warwick), online
Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation, ICLR 2024 paper
Presentation, 2nd Munich Causal ML Workshop, LMU Munich, Munich, Germany
2023
Causal Transformer for Estimating Counterfactual Outcomes & Normalizing Flows for Interventional Density Estimation, ICML 2022 & 2023 papers
Presentation, 1st Munich Causal ML Workshop, LMU Munich, Munich, Germany