David Childers

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Citations	97	86
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Zachary C. LiptonRaj Reddy Associate Professor of Machine Learning @ Carnegie Mellon University; CTO + CSO @ AbridgeVerified email at cmu.edu
Shantanu GuptaCarnegie Mellon UniversityVerified email at cs.cmu.edu
Jesus Fernandez-VillaverdeProfessor of Economics, University of PennsylvaniaVerified email at econ.upenn.edu
Christopher Vincent RackauckasMassachusetts Institute of TechnologyVerified email at mit.edu
Jesse PerlaUniversity of British ColumbiaVerified email at ubc.ca
Helen ZhouCarnegie Mellon UniversityVerified email at andrew.cmu.edu
Audrey HuangUniversity of Illinois Urbana-ChampaignVerified email at illinois.edu
Kamyar AzizzadenesheliNvidiaVerified email at nvidia.com
Ross DoppeltJohns Hopkins UniversityVerified email at jhu.edu

David Childers

Visiting Assistant Professor of Economics, Bowdoin College

Verified email at bowdoin.edu - Homepage

Economics


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Local causal discovery for estimating causal effects S Gupta, D Childers, ZC Lipton Conference on Causal Learning and Reasoning, 408-447, 2023	16	2023
Differentiable state-space models and hamiltonian monte carlo estimation D Childers, J Fernández-Villaverde, J Perla, C Rackauckas, P Wu National Bureau of Economic Research, 2022	16	2022
Efficient online estimation of causal effects by deciding what to observe S Gupta, Z Lipton, D Childers Advances in Neural Information Processing Systems 34, 20995-21007, 2021	16	2021
Solution of rational expectations models with function valued states D Childers Manuscript, Carnegie Mellon University, 2018	15	2018
On the solution and application of rational expectations models with function-valued states D Childers Unpublished manuscript, 2018	14	2018
Estimating treatment effects with observed confounders and mediators S Gupta, ZC Lipton, D Childers Uncertainty in Artificial Intelligence, 982-991, 2021	13	2021
Timing as an Action: Learning When to Observe and Act H Zhou, A Huang, K Azizzadenesheli, D Childers, Z Lipton International Conference on Artificial Intelligence and Statistics, 3979-3987, 2024	3	2024
Automated Solution of Heterogeneous Agent Models D Childers Manuscript, December, 2018	3	2018
Computational Methods for Economic Models with Function-Valued States D Childers Yale University, 2016	1	2016
Online Data Collection for Efficient Semiparametric Inference S Gupta, ZC Lipton, D Childers arXiv preprint arXiv:2411.03195, 2024		2024
Perturbation Methods for Incomplete Markets Economies D Childers, K Dogra		2019
Estimating Distributional Responses to Macroeconomic Shocks D Childers, R Doppelt 2019 Meeting Papers, 2019		2019
Estimands in experiments D Childers
Problem Setup D Childers
Estimating Treatment Effects with Observed Confounders and Mediators (Supplementary Material) S Gupta, ZC Lipton, D Childers

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