Melnychuk, Valentyn

15 publications

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

ICLR 2025 Differentially Private Learners for Heterogeneous Treatment Effects Maresa Schröder, Valentyn Melnychuk, Stefan Feuerriegel

NeurIPS 2025 Treatment Effect Estimation for Optimal Decision-Making Dennis Frauen, Valentyn Melnychuk, Jonas Schweisthal, Mihaela van der Schaar, Stefan Feuerriegel

ICLR 2024 A Neural Framework for Generalized Causal Sensitivity Analysis Dennis Frauen, Fergus Imrie, Alicia Curth, Valentyn Melnychuk, Stefan Feuerriegel, Mihaela van der Schaar

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

ICLR 2024 Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel

NeurIPS 2024 DiffPO: A Causal Diffusion Model for Learning Distributions of Potential Outcomes Yuchen Ma, Valentyn Melnychuk, Jonas Schweisthal, Stefan Feuerriegel

ICML 2024 Fair Off-Policy Learning from Observational Data Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel

NeurIPS 2024 Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk, Stefan Feuerriegel, Mihaela van der Schaar

AAAI 2023 Estimating Average Causal Effects from Patient Trajectories Dennis Frauen, Tobias Hatt, Valentyn Melnychuk, Stefan Feuerriegel

ICML 2023 Normalizing Flows for Interventional Density Estimation Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel

NeurIPS 2023 Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel

NeurIPS 2023 Reliable Off-Policy Learning for Dosage Combinations Jonas Schweisthal, Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel

NeurIPS 2023 Sharp Bounds for Generalized Causal Sensitivity Analysis Dennis Frauen, Valentyn Melnychuk, Stefan Feuerriegel

ICML 2022 Causal Transformer for Estimating Counterfactual Outcomes Valentyn Melnychuk, Dennis Frauen, Stefan Feuerriegel