Falsification before Extrapolation in Causal Effect Estimation

Falsification before Extrapolation in Causal Effect Estimation

27 September 2022

Papers citing "Falsification before Extrapolation in Causal Effect Estimation"

10 / 10 papers shown

Title
The Hardness of Validating Observational Studies with Experimental Data Jake Fawkes Michael O'Riordan Athanasios Vlontzos Oriol Corcoll Ciarán M. Gilligan-Lee 58 1 0 19 Mar 2025
Falsification of Unconfoundedness by Testing Independence of Causal Mechanisms R. Karlsson Jesse H. Krijthe CML 49 0 0 10 Feb 2025
Prediction-powered Generalization of Causal Inferences Ilker Demirel Ahmed M. Alaa Anthony Philippakis David Sontag OOD 34 2 0 05 Jun 2024
Evaluating Physician-AI Interaction for Cancer Management: Paving the Path towards Precision Oncology Zeshan Hussain Barbara D. Lam Fernando A. Acosta-Perez I. Riaz Maia L. Jacobs Andrew J. Yee David Sontag 41 0 0 23 Apr 2024
Benchmarking Observational Studies with Experimental Data under Right-Censoring Ilker Demirel E. Brouwer Zeshan Hussain Michael Oberst Anthony Philippakis David Sontag 41 4 0 23 Feb 2024
Hidden yet quantifiable: A lower bound for confounding strength using randomized trials Piersilvio De Bartolomeis Javier Abad Konstantin Donhauser Fanny Yang CML 30 7 0 06 Dec 2023
Falsification of Internal and External Validity in Observational Studies via Conditional Moment Restrictions Zeshan Hussain M. Shih Michael Oberst Ilker Demirel D. Sontag 26 7 0 30 Jan 2023
Causal Falsification of Digital Twins R. Cornish Muhammad Faaiz Taufiq Arnaud Doucet Chris Holmes SyDa CML 11 1 0 17 Jan 2023
An Automated Approach to Causal Inference in Discrete Settings Guilherme Duarte N. Finkelstein D. Knox Jonathan Mummolo I. Shpitser 31 48 0 28 Sep 2021
A Review of Generalizability and Transportability Irina Degtiar Sherri Rose CML 26 209 0 23 Feb 2021