Hess, Konstantin

12 publications

ICLR 2026 An Orthogonal Learner for Individualized Outcomes in Markov Decision Processes Emil Javurek, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Dennis Frauen, Stefan Feuerriegel

ICLR 2026 Efficient and Sharp Off-Policy Learning Under Unobserved Confounding Konstantin Hess, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel

ICLR 2026 IGC-Net for Conditional Average Potential Outcome Estimation over Time Konstantin Hess, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel

ICLR 2026 Overlap-Weighted Orthogonal Meta-Learner for Treatment Effect Estimation over Time Konstantin Hess, Dennis Frauen, Mihaela van der Schaar, Stefan Feuerriegel

NeurIPS 2025 Conformal Prediction for Causal Effects of Continuous Treatments Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Valentyn Melnychuk, Stefan Feuerriegel

ICLR 2025 Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets Yuxin Wang, Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Stefan Feuerriegel

ICML 2025 Learning Representations of Instruments for Partial Identification of Treatment Effects Jonas Schweisthal, Dennis Frauen, Maresa Schröder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel

ICLRW 2025 Learning Representations of Instruments for Partial Identification of Treatment Effects Jonas Schweisthal, Dennis Frauen, Maresa Schröder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel

ICLR 2025 Model-Agnostic Meta-Learners for Estimating Heterogeneous Treatment Effects over Time Dennis Frauen, Konstantin Hess, Stefan Feuerriegel

NeurIPS 2025 Orthogonal Survival Learners for Estimating Heterogeneous Treatment Effects from Time-to-Event Data Dennis Frauen, Maresa Schröder, Konstantin Hess, Stefan Feuerriegel

ICLR 2025 Stabilized Neural Prediction of Potential Outcomes in Continuous Time Konstantin Hess, Stefan Feuerriegel

ICLR 2024 Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation Konstantin Hess, Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel