Overlap in Observational Studies with High-Dimensional Covariates

7 November 2017

Papers citing "Overlap in Observational Studies with High-Dimensional Covariates"

20 / 20 papers shown

Title
Causal mediation analysis with one or multiple mediators: a comparative study Judith Abécassis Houssam Zenati Sami Boumaïza Julie Josse Bertrand Thirion CML 19 0 0 12 May 2025
Exploiting Epistemic Uncertainty in Cold-Start Recommendation Systems Yang Xiang Li Fan Chenke Yin Menglin Kong Chengtao Ji OffRL 42 0 0 22 Feb 2025
Heavy Tail Robust Estimation and Inference for Average Treatment Effects Jonathan B. Hill Saraswata Chaudhuri 70 17 0 11 Dec 2024
Causal Inference with Large Language Model: A Survey Jing Ma CML LRM 91 8 0 15 Sep 2024
Compositional Models for Estimating Causal Effects Purva Pruthi David D. Jensen CML 65 0 0 25 Jun 2024
Addressing Dynamic and Sparse Qualitative Data: A Hilbert Space Embedding of Categorical Variables Anirban Mukherjee Hannah H. Chang CML 18 0 0 22 Aug 2023
Practicality of generalization guarantees for unsupervised domain adaptation with neural networks Adam Breitholtz Fredrik D. Johansson OOD 19 1 0 15 Mar 2023
Causal Inference out of Control: Estimating the Steerability of Consumption Gary Cheng Moritz Hardt Celestine Mendler-Dünner CML 29 1 0 10 Feb 2023
How to select predictive models for causal inference? M. Doutreligne Gaël Varoquaux ELM CML 24 2 0 01 Feb 2023
Integrating Earth Observation Data into Causal Inference: Challenges and Opportunities Connor Jerzak Fredrik D. Johansson Adel Daoud CML 35 11 0 30 Jan 2023
Kernel-based off-policy estimation without overlap: Instance optimality beyond semiparametric efficiency Wenlong Mou Peng Ding Martin J. Wainwright Peter L. Bartlett OffRL 14 10 0 16 Jan 2023
BITES: Balanced Individual Treatment Effect for Survival data Stefan Schrod Andreas Schäfer S. Solbrig R. Lohmayer W. Gronwald P. Oefner T. Beissbarth Rainer Spang H. Zacharias Michael Altenbuchinger CML 15 22 0 05 Jan 2022
$β$ -Intact-VAE: Identifying and Estimating Causal Effects under Limited Overlap Pengzhou (Abel) Wu Kenji Fukumizu CML 33 14 0 11 Oct 2021
Towards Principled Causal Effect Estimation by Deep Identifiable Models Pengzhou (Abel) Wu Kenji Fukumizu BDL OOD CML 22 3 0 30 Sep 2021
Desiderata for Representation Learning: A Causal Perspective Yixin Wang Michael I. Jordan CML 30 80 0 08 Sep 2021
Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond Amir Feder Katherine A. Keith Emaad A. Manzoor Reid Pryzant Dhanya Sridhar ... Roi Reichart Margaret E. Roberts Brandon M Stewart Victor Veitch Diyi Yang CML 30 234 0 02 Sep 2021
Quantifying Ignorance in Individual-Level Causal-Effect Estimates under Hidden Confounding Andrew Jesson Sören Mindermann Y. Gal Uri Shalit CML 13 53 0 08 Mar 2021
Causal Inference of General Treatment Effects using Neural Networks with A Diverging Number of Confounders Xiaohong Chen Y. Liu Shujie Ma Zheng-Zhong Zhang CML 12 11 0 15 Sep 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects Lihua Lei Emmanuel J. Candès CML 8 188 0 11 Jun 2020
The Blessings of Multiple Causes Yixin Wang David M. Blei AI4CE CML 16 282 0 17 May 2018