On the role of surrogates in the efficient estimation of treatment
effects with limited outcome data

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On the role of surrogates in the efficient estimation of treatment effects with limited outcome data

27 March 2020

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Papers citing "On the role of surrogates in the efficient estimation of treatment effects with limited outcome data"

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Title
Identification and Estimation of Long-Term Treatment Effects with Monotone Missing Qinwei Yang Ruocheng Guo Shasha Han Peng Wu 55 0 0 28 Apr 2025
Long-term Causal Inference via Modeling Sequential Latent Confounding Weilin Chen Ruichu Cai Yuguang Yan Zijian Li José Miguel Hernández-Lobato CML 165 1 0 26 Feb 2025
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 137 3 0 27 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
Choosing a Proxy Metric from Past Experiments Nilesh Tripuraneni Lee Richardson Alexander DÁmour Jacopo Soriano Steve Yadlowsky 69 8 0 14 Sep 2023
Using Imperfect Surrogates for Downstream Inference: Design-based Supervised Learning for Social Science Applications of Large Language Models Naoki Egami Musashi Jacobs-Harukawa Brandon M Stewart Hanying Wei 70 19 0 07 Jun 2023
Prediction-Powered Inference Anastasios Nikolas Angelopoulos Stephen Bates Clara Fannjiang Michael I. Jordan Tijana Zrnic 212 105 0 23 Jan 2023
Efficient learning of nonlinear prediction models with time-series privileged information Bastian Jung Fredrik D. Johansson AI4TS 83 5 0 15 Sep 2022
Long-term Causal Effects Estimation via Latent Surrogates Representation Learning Ruichu Cai Weilin Chen Zeqin Yang Shu Wan Chen Zheng Xiaoqing Yang Jiecheng Guo CML BDL 97 12 0 09 Aug 2022
Long-term Causal Inference Under Persistent Confounding via Data Combination Guido Imbens Nathan Kallus Xiaojie Mao Yuhao Wang CML 119 49 0 15 Feb 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings Yuta Saito Thorsten Joachims OffRL 82 46 0 13 Feb 2022
Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects AmirEmad Ghassami Alan Yang David Richardson I. Shpitser E. T. Tchetgen CML 126 17 0 26 Jan 2022
Semiparametric Estimation of Long-Term Treatment Effects Jiafeng Chen David M. Ritzwoller 73 21 0 30 Jul 2021
Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction Jue Hou Zijian Guo Tianxi Cai 79 15 0 04 May 2021
Double Robust Semi-Supervised Inference for the Mean: Selection Bias under MAR Labeling with Decaying Overlap Yuqian Zhang Abhishek Chakrabortty Jelena Bradic 59 10 0 14 Apr 2021
Long-Term Effect Estimation with Surrogate Representation Lu Cheng Ruocheng Guo Huan Liu CML 54 20 0 19 Aug 2020
Localized Debiased Machine Learning: Efficient Inference on Quantile Treatment Effects and Beyond Nathan Kallus Xiaojie Mao Masatoshi Uehara 71 27 0 30 Dec 2019