| 2025 | ICLR | Model-agnostic meta-learners for estimating heterogeneous treatment effects over time. | Dennis Frauen, Konstantin Hess, Stefan Feuerriegel |
| 2025 | ICLR | Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets. | Yuxin Wang, Maresa Schrder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Stefan Feuerriegel |
| 2025 | ICML | Learning Representations of Instruments for Partial Identification of Treatment Effects. | Jonas Schweisthal, Dennis Frauen, Maresa Schrder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel |
| 2024 | ICLR | A Neural Framework for Generalized Causal Sensitivity Analysis. | Dennis Frauen, Fergus Imrie, Alicia Curth, Valentyn Melnychuk, Stefan Feuerriegel, Mihaela van der Schaar |
| 2024 | ICLR | Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation. | Konstantin Hess, Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel |
| 2024 | ICLR | Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation. | Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel |
| 2024 | ICLR | Causal Fairness under Unobserved Confounding: A Neural Sensitivity Framework. | Maresa Schrder, Dennis Frauen, Stefan Feuerriegel |
| 2024 | ICML | Fair Off-Policy Learning from Observational Data. | Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel |
| 2024 | ICML | Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments. | Jonas Schweisthal, Dennis Frauen, Mihaela van der Schaar, Stefan Feuerriegel |
| 2024 | KDD | Causal Machine Learning for Cost-Effective Allocation of Development Aid. | Milan Kuzmanovic, Dennis Frauen, Tobias Hatt, Stefan Feuerriegel |
| 2023 | AAAI | Estimating Average Causal Effects from Patient Trajectories. | Dennis Frauen, Tobias Hatt, Valentyn Melnychuk, Stefan Feuerriegel |
| 2023 | ICLR | Estimating individual treatment effects under unobserved confounding using binary instruments. | Dennis Frauen, Stefan Feuerriegel |
| 2023 | ICML | Normalizing Flows for Interventional Density Estimation. | Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel |
| 2022 | ICML | Causal Transformer for Estimating Counterfactual Outcomes. | Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel |