Bounds on Representation-Induced Confounding Bias for Treatment Effect
Estimation

Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation

19 November 2023

Valentyn Melnychuk

Stefan Feuerriegel

Papers citing "Bounds on Representation-Induced Confounding Bias for Treatment Effect Estimation"

11 / 11 papers shown

Title
Orthogonal Representation Learning for Estimating Causal Quantities Valentyn Melnychuk Dennis Frauen J. Schweisthal Stefan Feuerriegel CML OOD BDL 51 2 0 06 Feb 2025
Quantifying Aleatoric Uncertainty of the Treatment Effect: A Novel Orthogonal Learner Valentyn Melnychuk Stefan Feuerriegel M. Schaar CML 54 2 0 05 Nov 2024
DAG-aware Transformer for Causal Effect Estimation Manqing Liu David R. Bellamy Andrew L. Beam CML 21 3 0 13 Oct 2024
DiffPO: A causal diffusion model for learning distributions of potential outcomes Yuchen Ma Valentyn Melnychuk J. Schweisthal Stefan Feuerriegel DiffM 38 1 0 11 Oct 2024
Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series Thomas Schwarz Cecilia Casolo Niki Kilbertus CML 30 0 0 11 Oct 2024
Causal machine learning for predicting treatment outcomes Stefan Feuerriegel Dennis Frauen Valentyn Melnychuk J. Schweisthal Konstantin Hess Alicia Curth Stefan Bauer Niki Kilbertus Isaac S. Kohane Mihaela van der Schaar CML 14 87 0 11 Oct 2024
Towards Representation Learning for Weighting Problems in Design-Based Causal Inference Oscar Clivio Avi Feller Chris Holmes CML OOD 25 3 0 24 Sep 2024
From Text to Treatment Effects: A Meta-Learning Approach to Handling Text-Based Confounding Henri Arno Paloma Rabaey Thomas Demeester CML 28 0 0 23 Sep 2024
G-Transformer for Conditional Average Potential Outcome Estimation over Time Konstantin Hess Dennis Frauen Valentyn Melnychuk Stefan Feuerriegel 47 2 0 31 May 2024
Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation Konstantin Hess Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 22 14 0 26 Oct 2023
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 207 718 0 12 May 2016