Auto IV: Counterfactual Prediction via Automatic Instrumental Variable
Decomposition

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Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition

13 July 2021

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

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Title
Sequential Treatment Effect Estimation with Unmeasured Confounders Yingrong Wang Anpeng Wu Yangqiu Song Ziyang Xiao Ruoxuan Xiong Qing Han Kun Kuang CML 74 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 111 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 141 0 0 26 Nov 2024
Self-Distilled Disentangled Learning for Counterfactual Prediction Xinshu Li Mingming Gong Lina Yao CML 79 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 Leilei Gan Kun Kuang 84 0 0 05 Mar 2024
Adaptive Instrument Design for Indirect Experiments Yash Chandak Shiv Shankar Vasilis Syrgkanis Emma Brunskill 83 5 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 78 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 76 5 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 103 2 0 24 Apr 2023
Instrumental Variables in Causal Inference and Machine Learning: A Survey Anpeng Wu Kun Kuang Ruoxuan Xiong Leilei Gan SyDa CML 90 7 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 60 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 Leilei Gan CML 93 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 94 33 0 20 Aug 2022
Instrumental Variable-Driven Domain Generalization with Unobserved Confounders Junkun Yuan Xu Ma Ruoxuan Xiong Biwei Huang Xiangyu Liu Leilei Gan Lanfen Lin Kun Kuang OOD CML 112 12 0 04 Oct 2021