Konstantin Hess

18 papers A* 5Journal 13

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Targeted Synthetic Control Method. CoRR Yuxin Wang, Dennis Frauen, Emil Javurek, Konstantin Hess, Yuchen Ma, Stefan Feuerriegel
2025	J	`jnl`	An Orthogonal Learner for Individualized Outcomes in Markov Decision Processes. CoRR Emil Javurek, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Dennis Frauen, Stefan Feuerriegel
2025	A*	`conf`	Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets. ICLR Yuxin Wang, Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Stefan Feuerriegel
2025	J	`jnl`	Efficient and Sharp Off-Policy Learning under Unobserved Confounding. CoRR Konstantin Hess, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel
2025	A*	`conf`	Learning Representations of Instruments for Partial Identification of Treatment Effects. ICML Jonas Schweisthal, Dennis Frauen, Maresa Schröder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel
2025	A*	`conf`	Model-agnostic meta-learners for estimating heterogeneous treatment effects over time. ICLR Dennis Frauen, Konstantin Hess, Stefan Feuerriegel
2025	J	`jnl`	Orthogonal Survival Learners for Estimating Heterogeneous Treatment Effects from Time-to-Event Data. CoRR Dennis Frauen, Maresa Schröder, Konstantin Hess, Stefan Feuerriegel
2025	J	`jnl`	Overlap-weighted orthogonal meta-learner for treatment effect estimation over time. CoRR Konstantin Hess, Dennis Frauen, Mihaela van der Schaar, Stefan Feuerriegel
2025	A*	`conf`	Stabilized Neural Prediction of Potential Outcomes in Continuous Time. ICLR Konstantin Hess, Stefan Feuerriegel
2024	A*	`conf`	Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation. ICLR Konstantin Hess, Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel
2024	J	`jnl`	Causal machine learning for predicting treatment outcomes. CoRR Stefan Feuerriegel, Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Konstantin Hess, Alicia Curth, Stefan Bauer, Niki Kilbertus, Isaac S. Kohane, Mihaela van der Schaar
2024	J	`jnl`	Conformal Prediction for Causal Effects of Continuous Treatments. CoRR Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Valentyn Melnychuk, Stefan Feuerriegel
2024	J	`jnl`	Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets. CoRR Yuxin Wang, Maresa Schröder, Dennis Frauen, Jonas Schweisthal, Konstantin Hess, Stefan Feuerriegel
2024	J	`jnl`	G-Transformer for Conditional Average Potential Outcome Estimation over Time. CoRR Konstantin Hess, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel
2024	J	`jnl`	Learning Representations of Instruments for Partial Identification of Treatment Effects. CoRR Jonas Schweisthal, Dennis Frauen, Maresa Schröder, Konstantin Hess, Niki Kilbertus, Stefan Feuerriegel
2024	J	`jnl`	Model-agnostic meta-learners for estimating heterogeneous treatment effects over time. CoRR Dennis Frauen, Konstantin Hess, Stefan Feuerriegel
2024	J	`jnl`	Stabilized Neural Prediction of Potential Outcomes in Continuous Time. CoRR Konstantin Hess, Stefan Feuerriegel
2023	J	`jnl`	Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation. CoRR Konstantin Hess, Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel