KI
Kosuke Imai
stat.MEstat.APcs.LGstat.MLcs.CYcs.CLcausal inferenceecon.EMmath.STModels, Statistical
On Valency
published · living versionsW_5x3ehjmx·v1 · currentpublished
Balancing Covariates for Continuous Treatments by Exploiting Continuity
with Souhardya Sengupta
1 version
Preprints & journals
88 papers in the corpus · 2007–2026Probabilistic Race and Ethnicity Prediction Using Group-Specific Name Lists2610.06273v1 · Kyla Chasalow, Noah Dasanaike, Kosuke Imai2026 · 0 citationsarXiv
Dynamic Policy Evaluation and Learning with Spatio-temporal Data2609.15718v1 · Lingxiao Zhou, Kosuke Imai, Jason Lyall et al.2026 · 0 citationsarXiv
Leveraging generative AI for causal inference with unstructured data.42691082 · Imai, Kosuke, Nakamura, Kentaro2026 · 0 citationsProceedings of the National Academy of Sciences of the United States of America. 2026;123(36):e2530532123
Causal Inference with Video Features as Treatments2607.06126v2 · Kentaro Nakamura, Adam Breuer, Michael H. Crespin et al.2026 · 0 citationsarXiv
Bridging Predictions and Interventions: An Integrated Framework for Automated Decision-Systems2606.25668v1 · Inioluwa Deborah Raji, Lydia T. Liu, Angela Zhou et al.2026 · 0 citationsarXiv
Triage Score: A Counterfactual Risk Assessment Instrument2606.21050v1 · Kosuke Imai, Sooahn Shin, D. James Greiner et al.2026 · 0 citationsarXiv
GenAI Powered Dynamic Causal Inference with Unstructured Data2605.07834v2 · Kentaro Nakamura, Kosuke Imai2026 · 0 citationsarXiv
Improving Minority Population Sampling with BISG Probabilities: Evidence from a Survey of Jewish Americans2605.05384v3 · Kyla Chasalow, Eitan Hersh, Kosuke Imai et al.2026 · 0 citationsarXiv
An Axiomatic Foundation for Decisions with Counterfactual Utility2605.05521v2 · Benedikt Koch, Kosuke Imai, Tomasz Strzalecki2026 · 0 citationsarXiv
Privacy-preserving Meta-analysis through Low-Rank Basis Hunting2604.23847v2 · Wenqi Shi, Kosuke Imai, Yi Zhang2026 · 0 citationsarXiv
Using Embedding Models to Improve Probabilistic Race Prediction2604.22555v3 · Noah Dasanaike, Kosuke Imai2026 · 0 citationsarXiv
Development of a decision flow-based read-across approach for assessing skin sensitization using publicly available tools.42686588 · Hatakeyama, Yuri, Imai, Kosuke, Nishida, Hayato et al.2026 · 0 citationsThe Journal of toxicological sciences. 2026;51(9):501-515
Low-rank Covariate Balancing Estimators under Interference2512.13944v2 · Souhardya Sengupta, Kosuke Imai, Georgia Papadogeorgou2025 · 0 citationsarXiv
Case studies on skin sensitization risk assessment: estimating the PoD using artificial neural network-based models for substances with known and unknown structure.41135653 · Imai, Kosuke, Hatakeyama, Yuri, Atobe, Tomomi et al.2025 · 1 citationRegulatory toxicology and pharmacology : RTP. 2026;164:105978
Using AI to Summarize US Presidential Campaign TV Advertisement Videos, 1952-2012.40993151 · Breuer, Adam, Dietrich, Bryce J, Crespin, Michael H et al.2025 · 0 citationsScientific data. 2025;12(1):1552
Does AI help humans make better decisions? A statistical evaluation framework for experimental and observational studies.40961147 · Ben-Michael, Eli, Greiner, D James, Huang, Melody et al.2025 · 13 citationsProceedings of the National Academy of Sciences of the United States of America. 2025;122(38):e2505106122
Bridging Prediction and Intervention Problems in Social Systems2507.05216v3 · Lydia T. Liu, Inioluwa Deborah Raji, Angela Zhou et al.2025 · 0 citationsarXiv
Leveraging Generative Artificial Intelligence for Causal Inference with Unstructured Data2507.03897v4 · Kosuke Imai, Kentaro Nakamura2025 · 1 citationarXiv
Statistical Decision Theory with Counterfactual Loss2505.08908v3 · Benedikt Koch, Kosuke Imai2025 · 0 citationsarXiv
Spatiotemporal causal inference with arbitrary spillover and carryover effects: Airstrikes and insurgent violence in the Iraq War2504.03464v2 · Mitsuru Mukaigawara, Kosuke Imai, Jason Lyall et al.2025 · 0 citationsarXiv
PanelMatch: Matching Methods for Causal Inference with Time-Series Cross-Section Data2503.02073v2 · Adam Rauh, In Song Kim, Kosuke Imai2025 · 2 citationsarXiv
Estimating Average Treatment Effects With Support Vector Machines.39915929 · Tarr, Alexander, Imai, Kosuke2025 · 10 citationsStatistics in medicine. 2025;44(5):e70006
Comment on "Generic machine learning inference on heterogeneous treatment effects in randomized experiments."2502.06758v1 · Kosuke Imai, Michael Lingzhi Li2025 · 0 citationsarXiv
Estimating Heterogeneous Treatment Effects for Spatio-Temporal Causal Inference2412.15128v3 · Lingxiao Zhou, Kosuke Imai, Jason Lyall et al.2024 · 0 citationsarXiv
Minimax Regret Estimation for Generalizing Heterogeneous Treatment Effects with Multisite Data2412.11136v2 · Yi Zhang, Melody Huang, Kosuke Imai2024 · 0 citationsarXiv
A summer bridge program for first-generation low-income students stretches academic ambitions with no adverse impacts on first-year GPA.39625979 · Johnson, Rebecca A, Simko, Tyler, Imai, Kosuke2024 · 3 citationsProceedings of the National Academy of Sciences of the United States of America. 2024;121(50):e2404924121
Longitudinal Causal Inference with Selective Eligibility2410.17864v2 · Zhichao Jiang, Eli Ben-Michael, D. James Greiner et al.2024 · 0 citationsarXiv
Estimating the Partisan Bias of Japanese Legislative Redistricting Plans Using a Simulation Algorithmadxwt_v3 · Sho Miyazaki, Kento Yamada, Kosuke Imai2024 · 1 citationSocArXiv
Causal Inference with Generative Artificial Intelligence: Application to Texts as Treatments2410.00903v5 · Kosuke Imai, Kentaro Nakamura2024 · 3 citationsarXiv
Redistricting Reforms Reduce Gerrymandering by Constraining Partisan Actors2407.11336v3 · Cory McCartan, Christopher T. Kenny, Tyler Simko et al.2024 · 1 citationarXiv
Evaluating bias and noise induced by the U.S. Census Bureau's privacy protection methods.38691613 · Kenny, Christopher T, McCartan, Cory, Kuriwaki, Shiro et al.2024 · 21 citationsScience advances. 2024;10(18):eadl2524
Neyman Meets Causal Machine Learning: Experimental Evaluation of Individualized Treatment Rules2404.17019v1 · Michael Lingzhi Li, Kosuke Imai2024 · 1 citationarXiv
Cramming Contextual Bandits for On-policy Statistical Evaluation2403.07031v2 · Zeyang Jia, Kosuke Imai, Michael Lingzhi Li2024 · 0 citationsarXiv
A Summer Bridge Program for First-Generation Low-Income Students Stretches Academic Ambitions with No Adverse Impacts on GPAbyc3r_v1 · Rebecca Johnson, Tyler Simko, Kosuke Imai2024 · 1 citationSocArXiv
Census officials must constructively engage with independent evaluations.38442167 · Kenny, Christopher T, McCartan, Cory, Simko, Tyler et al.2024 · 3 citationsProceedings of the National Academy of Sciences of the United States of America. 2024;121(11):e2321196121
Design-based inference for generalized network experiments with stochastic interventions2312.03268v2 · Ambarish Chattopadhyay, Kosuke Imai, Jose R. Zubizarreta2023 · 0 citationsarXiv
Individualized Policy Evaluation and Learning under Clustered Network Interference2311.02467v3 · Yi Zhang, Kosuke Imai2023 · 1 citationarXiv
Statistical Performance Guarantee for Subgroup Identification with Generic Machine Learning2310.07973v3 · Michael Lingzhi Li, Kosuke Imai2023 · 0 citationsarXiv
Bayesian Safe Policy Learning with Chance Constrained Optimization: Application to Military Security Assessment during the Vietnam War2307.08840v2 · Zeyang Jia, Eli Ben-Michael, Kosuke Imai2023 · 3 citationsarXiv
Widespread partisan gerrymandering mostly cancels nationally, but reduces electoral competition.37310996 · Kenny, Christopher T, McCartan, Cory, Simko, Tyler et al.2023 · 50 citationsProceedings of the National Academy of Sciences of the United States of America. 2023;120(25):e2217322120
Priming bias versus post-treatment bias in experimental designs2306.01211v5 · Matthew Blackwell, Jacob R. Brown, Sophie Hill et al.2023 · 17 citationsPolit. Anal. 33 (2025) 361-377
Researchers need better access to US Census data.37262166 · McCartan, Cory, Simko, Tyler, Imai, Kosuke2023 · 3 citationsScience (New York, N.Y.). 2023;380(6648):902-903
Race and ethnicity data for first, middle, and surnames.37208389 · Rosenman, Evan T R, Olivella, Santiago, Imai, Kosuke2023 · 27 citationsScientific data. 2023;10(1):299
Making Differential Privacy Work for Census Data Users2305.07208v2 · Cory McCartan, Tyler Simko, Kosuke Imai2023 · 6 citationsHarvard Data Science Review 5(4), 2023
A Statistical Model of Bipartite Networks: Application to Cosponsorship in the United States Senate2305.05833v3 · Adeline Lo, Santiago Olivella, Kosuke Imai2023 · 2 citationsPolit. Anal. 34 (2026) 451-470
14th Annual University of Pennsylvania Conference on statistical issues in clinical trials/subgroup analysis in clinical trials: Opportunities and challenges (afternoon panel discussion).37148213 · Imai, Kosuke, Rosenblum, Michael, Rothmann, Mark2023 · 0 citationsClinical trials (London, England). 2023;20(4):405-415
Estimating Racial Disparities When Race is Not Observed2303.02580v2 · Cory McCartan, Robin Fisher, Jacob Goldin et al.2023 · 7 citationsJ. Am. Stat. Assoc. (2025)
Addressing census data problems in race imputation via fully Bayesian Improved Surname Geocoding and name supplements.36490334 · Imai, Kosuke, Olivella, Santiago, Rosenman, Evan T R2022 · 43 citationsScience advances. 2022;8(49):eadc9824
Simulated redistricting plans for the analysis and evaluation of redistricting in the United States.36369510 · McCartan, Cory, Kenny, Christopher T, Simko, Tyler et al.2022 · 30 citationsScientific data. 2022;9(1):689
Statistical inference and power analysis for direct and spillover effects in two-stage randomized experiments.36285364 · Jiang, Zhichao, Imai, Kosuke, Malani, Anup2023 · 14 citationsBiometrics. 2023;79(3):2370-2381
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