Long-term Causal Effects Estimation via Latent Surrogates Representation
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Long-term Causal Effects Estimation via Latent Surrogates Representation Learning

9 August 2022

Papers citing "Long-term Causal Effects Estimation via Latent Surrogates Representation Learning"

11 / 11 papers shown

Title
Long-Term Individual Causal Effect Estimation via Identifiable Latent Representation Learning Ruichu Cai Junjie Wan Weilin Chen Zeqin Yang Zijian Li Peng Zhen Jiecheng Guo CML 56 1 0 08 May 2025
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing Qinwei Yang Ruocheng Guo Shasha Han Peng Wu 26 0 0 28 Apr 2025
Causal Effect Estimation under Networked Interference without Networked Unconfoundedness Assumption Weilin Chen Ruichu Cai Jie Qiao Yuguang Yan José Miguel Hernández-Lobato CML 66 0 0 27 Feb 2025
Long-term Causal Inference via Modeling Sequential Latent Confounding Weilin Chen Ruichu Cai Yuguang Yan Zhifeng Hao José Miguel Hernández-Lobato CML 78 1 0 26 Feb 2025
Nonparametric Heterogeneous Long-term Causal Effect Estimation via Data Combination Weilin Chen Ruichu Cai Junjie Wan Zeqin Yang José Miguel Hernández-Lobato 51 1 0 26 Feb 2025
Pareto optimal proxy metrics Lee Richardson Alessandro Zito Dylan Greaves Jacopo Soriano 69 2 0 20 Feb 2025
Causal Effect Estimation using identifiable Variational AutoEncoder with Latent Confounders and Post-Treatment Variables Yang Xie Ziqi Xu Debo Cheng Jiuyong Li Lin Liu Yinghao Zhang Zaiwen Feng CML BDL 24 0 0 13 Aug 2024
Estimating Long-term Heterogeneous Dose-response Curve: Generalization Bound Leveraging Optimal Transport Weights Zeqin Yang Weilin Chen Ruichu Cai Yuguang Yan Zhifeng Hao Zhipeng Yu Zhichao Zou Jixing Xu Zhen Peng Jiecheng Guo 61 3 0 27 Jun 2024
Doubly Robust Causal Effect Estimation under Networked Interference via Targeted Learning Weilin Chen Ruichu Cai Zeqin Yang Jie Qiao Yuguang Yan Zijian Li Zhifeng Hao CML 39 7 0 06 May 2024
Novel Criteria to Exclude the Surrogate Paradox and Their Optimalities Yunjian Yin Lan Liu Z. Geng Peng Luo 29 9 0 19 Jul 2016
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 223 719 0 12 May 2016