Partial Identification of Treatment Effects with Implicit Generative
Models

Partial Identification of Treatment Effects with Implicit Generative Models

14 October 2022

Vahid Balazadeh Meresht

Vasilis Syrgkanis

Rahul G. Krishnan

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Papers citing "Partial Identification of Treatment Effects with Implicit Generative Models"

14 / 14 papers shown

Title
Learning Representations of Instruments for Partial Identification of Treatment Effects Jonas Schweisthal Dennis Frauen Maresa Schröder Konstantin Hess Niki Kilbertus Stefan Feuerriegel CML 128 1 0 11 Oct 2024
Meta-Learners for Partially-Identified Treatment Effects Across Multiple Environments Jonas Schweisthal Dennis Frauen M. Schaar Stefan Feuerriegel CML 102 7 0 04 Jun 2024
Consistency of Neural Causal Partial Identification Jiyuan Tan Jose Blanchet Vasilis Syrgkanis CML 111 0 0 24 May 2024
Causality from Bottom to Top: A Survey Abraham Itzhak Weinberg Cristiano Premebida Diego Resende Faria CML 89 2 0 17 Mar 2024
Conditional Generative Models are Sufficient to Sample from Any Causal Effect Estimand Md Musfiqur Rahman Matt Jordan Murat Kocaoglu DiffM CML 68 1 0 12 Feb 2024
Modular Learning of Deep Causal Generative Models for High-dimensional Causal Inference Md Musfiqur Rahman Murat Kocaoglu OOD 83 3 0 02 Jan 2024
Towards Bounding Causal Effects under Markov Equivalence Alexis Bellot CML 34 7 0 13 Nov 2023
Structured Neural Networks for Density Estimation and Causal Inference Asic Q. Chen Ruian Shi Xiang Gao Ricardo Baptista Rahul G. Krishnan CML TPM 84 7 0 03 Nov 2023
CTP:A Causal Interpretable Model for Non-Communicable Disease Progression Prediction Zhoujian Sun Wenzhuo Zhang Zhengxing Huang Nai Ding Cheng Luo CML 95 2 0 18 Aug 2023
Approximate Causal Effect Identification under Weak Confounding Ziwei Jiang Lai Wei Murat Kocaoglu CML 64 0 0 22 Jun 2023
Partial Counterfactual Identification of Continuous Outcomes with a Curvature Sensitivity Model Valentyn Melnychuk Dennis Frauen Stefan Feuerriegel 133 11 0 02 Jun 2023
Sharp Bounds for Generalized Causal Sensitivity Analysis Dennis Frauen Valentyn Melnychuk Stefan Feuerriegel CML 120 19 0 26 May 2023
Counterfactual Generative Models for Time-Varying Treatments Shenghao Wu Wen-liang Zhou Minshuo Chen Shixiang Zhu DiffM CML 107 8 0 25 May 2023
Partial Identification of Dose Responses with Hidden Confounders Myrl G. Marmarelis E. Haddad Andrew Jesson N. Jahanshad Aram Galstyan Greg Ver Steeg CML 95 7 0 24 Apr 2022