Auto IV: Counterfactual Prediction via Automatic Instrumental Variable
Decomposition

Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition

13 July 2021

Papers citing "Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition"

15 / 15 papers shown

Title
Sequential Treatment Effect Estimation with Unmeasured Confounders Yingrong Wang Anpeng Wu B. Li Ziyang Xiao Ruoxuan Xiong Qing Han Kun Kuang CML 25 0 0 14 May 2025
Structure Causal Models and LLMs Integration in Medical Visual Question Answering Zibo Xu Qiang Li Weizhi Nie Weijie Wang Anan Liu CML MedIm 42 0 0 05 May 2025
Leaning Time-Varying Instruments for Identifying Causal Effects in Time-Series Data Debo Cheng Ziqi Xu Jiuyong Li Lin Liu T. Le Xudong Guo Shichao Zhang CML 67 0 0 26 Nov 2024
Self-Distilled Disentangled Learning for Counterfactual Prediction Xinshu Li Mingming Gong Lina Yao CML 21 2 0 09 Jun 2024
Pareto-Optimal Estimation and Policy Learning on Short-term and Long-term Treatment Effects Yingrong Wang Anpeng Wu Haoxuan Li Weiming Liu Qiaowei Miao Ruoxuan Xiong Fei Wu Kun Kuang 42 0 0 05 Mar 2024
Adaptive Instrument Design for Indirect Experiments Yash Chandak Shiv Shankar Vasilis Syrgkanis Emma Brunskill 38 4 0 05 Dec 2023
Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder Ziqi Xu Debo Cheng Jiuyong Li Jixue Liu Lin Liu Kui Yu CML 21 9 0 03 Oct 2023
Instrumental Variable Learning for Chest X-ray Classification Weizhi Nie Chen Zhang Dan Song Yunpeng Bai Keliang Xie Anan Liu CML 24 3 0 20 May 2023
Causal Effect Estimation with Variational AutoEncoder and the Front Door Criterion Ziqi Xu Debo Cheng Jiuyong Li Jixue Liu Lin Liu Kui Yu CML 18 2 0 24 Apr 2023
Instrumental Variables in Causal Inference and Machine Learning: A Survey Anpeng Wu Kun Kuang Ruoxuan Xiong Fei Wu SyDa CML 18 6 0 12 Dec 2022
Causal Inference with Conditional Instruments using Deep Generative Models Debo Cheng Ziqi Xu Jiuyong Li Lin Liu Jixue Liu T. Le CML 21 11 0 29 Nov 2022
Learning Instrumental Variable from Data Fusion for Treatment Effect Estimation Anpeng Wu Kun Kuang Ruoxuan Xiong Minqing Zhu Yuxuan Liu Bo Li Furui Liu Zhihua Wang Fei Wu CML 20 7 0 23 Aug 2022
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey Debo Cheng Jiuyong Li Lin Liu Jixue Liu T. Le CML 25 26 0 20 Aug 2022
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Junkun Yuan Xu Ma Ruoxuan Xiong Mingming Gong Xiangyu Liu Fei Wu Lanfen Lin Kun Kuang OOD CML 18 11 0 04 Oct 2021
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 210 719 0 12 May 2016