VC
Victor Chernozhukov
econ.EMstat.MEmath.STstat.THstat.MLcs.LGstat.APmath.PRstat.COecon.GN
On Valency
published · living versionsW_ghp5drwh·v1 · currentpublished
Hedonic Prices and Quality Adjusted Price Indices Powered by AI
with Patrick Bajari, Zhihao Cen, Manoj Manukonda, Suhas Vijaykumar +6
1 version
Preprints & journals
141 papers in the corpus · 2007–2026Long Story Short: Omitted Variable Bias in Causal Machine Learning2112.13398v6 · Victor Chernozhukov, Carlos Cinelli, Whitney Newey et al.2021 · 12 citationsVictor Chernozhukov, Carlos Cinelli, Whitney K. Newey, Amit Sharma, Vasilis Syrgkanis. Long Story Short: Omitted Variable Bias in Causal Machine Learning. The Review of Economics and Statistics, 2026
Conditional Rank-Rank Regression2407.06387v5 · Victor Chernozhukov, Iv'an Fern'andez-Val, Jonas Meier et al.2024 · 0 citationsarXiv
Omitted Variable Bias in Difference-in-Differences Designs2609.19386v1 · Juejue Wang, Pedro H. C. Sant'Anna, Victor Chernozhukov et al.2026 · 0 citationsarXiv
Estimating Causal Effects of Discrete and Continuous Treatments with Binary Instruments2403.05850v3 · Victor Chernozhukov, Iv'an Fern'andez-Val, Sukjin Han et al.2024 · 2 citationsarXiv
Linear Estimation of Structural and Causal Effects for Nonseparable Panel Data2607.28291v1 · Victor Chernozhukov, Ben Deaner, Ying Gao et al.2026 · 0 citationsarXiv
Arellano-Bond LASSO Estimator for Dynamic Linear Panel Models2402.00584v6 · Victor Chernozhukov, Iv'an Fern'andez-Val, Chen Huang et al.2024 · 3 citationsarXiv
Automatic Debiased Machine Learning for Dynamic Treatment Effects and General Nested Functionals2203.13887v6 · Victor Chernozhukov, Whitney Newey, Rahul Singh et al.2022 · 2 citationsarXiv
Plausible GMM: A Quasi-Bayesian Approach2507.00555v2 · Victor Chernozhukov, Christian B. Hansen, Lingwei Kong et al.2025 · 0 citationsarXiv
An Introduction to Double/Debiased Machine Learning2504.08324v2 · Achim Ahrens, Victor Chernozhukov, Christian Hansen et al.2025 · 5 citationsarXiv
Adventures in Demand Analysis Using AI2501.00382v3 · Philipp Bach, Victor Chernozhukov, Sven Klaassen et al.2024 · 0 citationsarXiv
Hedonic Prices and Quality Adjusted Price Indices Powered by AI2305.00044v4 · Patrick Bajari, Zhihao Cen, Victor Chernozhukov et al.2023 · 36 citationsJournal of Econometrics, Volume 251, 2025on Valency
Policy Learning with Confidence2502.10653v3 · Victor Chernozhukov, Sokbae Lee, Adam M. Rosen et al.2025 · 0 citationsarXiv
Sensitivity Analysis for Causal ML: A Use Case at Booking.com2510.09109v1 · Philipp Bach, Victor Chernozhukov, Carlos Cinelli et al.2025 · 0 citationsarXiv
Automatic Debiased Machine Learning for Covariate Shifts2307.04527v5 · Victor Chernozhukov, Michael Newey, Whitney K Newey et al.2023 · 2 citationsarXiv
Bivariate Distribution Regression; Theory, Estimation and an Application to Intergenerational Mobility2508.12716v1 · Victor Chernozhukov, Iv'an Fern'andez-Val, Jonas Meier et al.2025 · 0 citationsarXiv
Minimax Semiparametric Learning With Approximate Sparsity1912.12213v7 · Jelena Bradic, Victor Chernozhukov, Whitney K. Newey et al.2019 · 4 citationsarXiv
Uniform Inference on High-dimensional Spatial Panel Networks2105.07424v5 · Victor Chernozhukov, Chen Huang, Weining Wang2021 · 1 citationarXiv
Automatic Doubly Robust Forests2412.07184v2 · Zhaomeng Chen, Junting Duan, Victor Chernozhukov et al.2024 · 0 citationsarXiv
Welfare Analysis in Dynamic Models1908.09173v5 · Victor Chernozhukov, Whitney Newey, Vira Semenova2019 · 2 citationsarXiv
Philip G. Wright, directed acyclic graphs, and instrumental variables2501.16395v2 · Jaap H. Abbring, Victor Chernozhukov, Iv'an Fern'andez-Val2025 · 1 citationThe Econometrics Journal 28(1), (2025)
Comment on "Sequential validation of treatment heterogeneity" and "Comment on generic machine learning inference on heterogeneous treatment effects in randomized experiments"2502.01548v2 · Victor Chernozhukov, Mert Demirer, Esther Duflo et al.2025 · 0 citationsarXiv
Conditional Influence Functions2412.18080v1 · Victor Chernozhukov, Whitney K. Newey, Vasilis Syrgkanis2024 · 0 citationsarXiv
Double/Debiased Machine Learning for Treatment and Causal Parameters1608.00060v7 · Victor Chernozhukov, Denis Chetverikov, Mert Demirer et al.2016 · 48 citationsarXiv
DoubleML -- An Object-Oriented Implementation of Double Machine Learning in R2103.09603v6 · Philipp Bach, Victor Chernozhukov, Malte S. Kurz et al.2021 · 67 citationsJournal of Statistical Software 2024
Adversarial Estimation of Riesz Representers2101.00009v3 · Victor Chernozhukov, Whitney Newey, Rahul Singh et al.2020 · 8 citationsarXiv
Automatic Debiased Machine Learning via Riesz Regression2104.14737v3 · Victor Chernozhukov, Whitney K. Newey, Victor Quintas-Martinez et al.2021 · 10 citationsarXiv
Applied Causal Inference Powered by ML and AI2403.02467v1 · Victor Chernozhukov, Christian Hansen, Nathan Kallus et al.2024 · 37 citationsarXiv
Hyperparameter Tuning for Causal Inference with Double Machine Learning: A Simulation Study2402.04674v1 · Philipp Bach, Oliver Schacht, Victor Chernozhukov et al.2024 · 6 citationsarXiv
DoubleMLDeep: Estimation of Causal Effects with Multimodal Data2402.01785v1 · Sven Klaassen, Jan Teichert-Kluge, Philipp Bach et al.2024 · 2 citationsarXiv
Distribution Regression with Sample Selection, with an Application to Wage Decompositions in the UK1811.11603v6 · Victor Chernozhukov, Iv'an Fern'andez-Val, Siyi Luo2018 · 14 citationsarXiv
Fisher-Schultz Lecture: Generic Machine Learning Inference on Heterogenous Treatment Effects in Randomized Experiments, with an Application to Immunization in India1712.04802v8 · Victor Chernozhukov, Mert Demirer, Esther Duflo et al.2017 · 11 citationsarXiv
UNIFORMLY VALID POST-REGULARIZATION CONFIDENCE REGIONS FOR MANY FUNCTIONAL PARAMETERS IN Z-ESTIMATION FRAMEWORK.30956370 · Belloni, Alexandre, Chernozhukov, Victor, Chetverikov, Denis et al.2023 · 82 citationsAnnals of statistics. 2018;46(6B):3643-3675
Local Identification of Nonparametric and Semiparametric Models1105.3007v4 · Xiaohong Chen, Victor Chernozhukov, Sokbae Lee et al.2011 · 123 citationsEconometrica, Volume82, Issue2, March 2014, Pages 785-809on Valency
Toward personalized inference on individual treatment effects.36757891 · Chernozhukov, Victor, Wüthrich, Kaspar, Zhu, Yinchu2023 · 6 citationsProceedings of the National Academy of Sciences of the United States of America. 2023;120(7):e2300458120
An MCMC Approach to Classical Estimation2301.07782v1 · Victor Chernozhukov, Han Hong2023 · 793 citationsJournal of econometrics 115 (2), August 2003, pages 293-346
Inference for Low-Rank Models2107.02602v2 · Victor Chernozhukov, Christian Hansen, Yuan Liao et al.2021 · 29 citationsarXiv
Estimation and Inference on Heterogeneous Treatment Effects in High-Dimensional Dynamic Panels under Weak Dependence1712.09988v6 · Vira Semenova, Matt Goldman, Victor Chernozhukov et al.2017 · 5 citationsarXiv
De-Biased Machine Learning of Global and Local Parameters Using Regularized Riesz Representers1802.08667v6 · Victor Chernozhukov, Whitney Newey, Rahul Singh2018 · 32 citationsarXiv
Automatic Debiased Machine Learning of Causal and Structural Effects1809.05224v5 · Victor Chernozhukov, Whitney K Newey, Rahul Singh2018 · 109 citationsarXiv
A Simple and General Debiased Machine Learning Theorem with Finite Sample Guarantees2105.15197v3 · Victor Chernozhukov, Whitney K. Newey, Rahul Singh2021 · 20 citationsarXiv
The Association of Opening K-12 Schools with the Spread of COVID-19 in the United States: County-Level Panel Data Analysis2102.10453v2 · Victor Chernozhukov, Hiroyuki Kasahara, Paul Schrimpf2021 · 68 citationsarXiv
DoubleML -- An Object-Oriented Implementation of Double Machine Learning in Python2104.03220v2 · Philipp Bach, Victor Chernozhukov, Malte S. Kurz et al.2021 · 26 citationsJournal of Machine Learning Research 23 (53), 2022, 1-6
RieszNet and ForestRiesz: Automatic Debiased Machine Learning with Neural Nets and Random Forests2110.03031v3 · Victor Chernozhukov, Whitney K. Newey, Victor Quintas-Martinez et al.2021 · 8 citationsarXiv
Improved Central Limit Theorem and bootstrap approximations in high dimensions1912.10529v2 · Victor Chernozhukov, Denis Chetverikov, Kengo Kato et al.2019 · 79 citationsarXiv
High-dimensional Data Bootstrap2205.09691v1 · Victor Chernozhukov, Denis Chetverikov, Kengo Kato et al.2022 · 0 citationsarXiv
Constrained Conditional Moment Restriction Models1509.06311v3 · Victor Chernozhukov, Whitney K. Newey, Andres Santos2015 · 60 citationsarXiv
Causal Bias Quantification for Continuous Treatments2106.09762v2 · Gianluca Detommaso, Michael Bruckner, Philip Schulz et al.2021 · 0 citationsarXiv
An Exact and Robust Conformal Inference Method for Counterfactual and Synthetic Controls1712.09089v10 · Victor Chernozhukov, Kaspar Wuthrich, Yinchu Zhu2017 · 235 citationsJournal of the American Statistical Association 2021, 116:536, 1849-1864
Distributional conformal prediction1909.07889v3 · Victor Chernozhukov, Kaspar Wuthrich, Yinchu Zhu2019 · 91 citationsPNAS November 30, 2021 118 (48) e2107794118
Extremal Quantile Regression: An Overview1612.06850v2 · Victor Chernozhukov, Iv'an Fern'andez-Val, Tetsuya Kaji2016 · 421 citationsarXiv
Career total: 504 works. 141 are in this corpus.Showing the 50 most recent.
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