I have been very lucky to work with many amazing PhD students & postdocs. Here are some resulting publications.
​

2024-present:
​

• Zeng Z, Levis AW, Lee J, Kennedy EH, Keele L. Nonparametric estimation of local treatment effects with continuous instruments. arxiv.org/abs/2504.03063
  ​
  
• Testa L, Boschi T, Chiaromonte F, Kennedy EH, Reimherr M. Doubly-robust functional average treatment effect estimation. arxiv.org/abs/2501.06024
  
  
• Levis AW, Kennedy EH, McClean A, Balakrishan S, Wasserman LA. Stochastic interventions, sensitivity analysis, and optimal transport. arxiv.org/abs/2411.14285
  
  
• Kim K, Kim J, Wasserman LA, Kennedy EH. Hierarchical and density-based causal clustering. arxiv.org/abs/2411.01250
  
  
• Schindl K, Shen S, Kennedy EH. Incremental effects for continuous exposures. ​arxiv.org/abs/2409.11967 
  ​
• Rubio MD, Kennedy EH. Population size estimation with many lists and heterogeneity: a conditional log-linear model among the unobserved. arxiv.org/abs/2407.03539 
  
  
• McClean A, Branson Z, Kennedy EH. Calibrated sensitivity models. arxiv.org/abs/2405.08738 
  
  
• Levis AW, Ben-Michael E, Kennedy EH. Intervention effects based on potential benefit. arxiv.org/abs/2405.08727
  
  
• Bonvini M, Kennedy EH, Dukes O, Balakrishnan S. Doubly-robust inference and optimality in structure-agnostic models with smoothness. arxiv.org/abs/2405.08525
  
  
• Kim K, Kim J, Kennedy EH. Causal k-means clustering. arxiv.org/abs/2405.03083
  
  
• Zeng Z, Balakrishnan S, Han Y, Kennedy EH. Causal inference with high-dimensional discrete covariates. 
  arxiv.org/abs/2405.00118
  ​
• Du J, Zeng Z, Kennedy EH, Wasserman LA, Roeder K.  Causal inference for genomic data with multiple heterogeneous outcomes. arxiv.org/abs/2404.09119
  
  
• McClean A, Balakrishnan B, Kennedy EH, Wasserman LA. Double cross-fit doubly robust estimators: beyond series regression. arxiv.org/abs/2403.15175 
  
  
• Levis AW, Kennedy EH, Keele L. Nonparametric identification and efficient estimation of causal effects with instrumental variables. arxiv.org/abs/2402.09332
  
  
• Zeng Z, Arbour D, Feller A, Addanki R, Rossi R, Sinha R, Kennedy EH. Continuous treatment effects with surrogate outcomes. arxiv.org/abs/2402.00168
  
  

2022-2023:

• Bonvini M, Zeng Z, Yu M, Kennedy EH, Keele L. Flexibly estimating and interpreting heterogeneous treatment effects of laparoscopic surgery for cholecystitis patients. arxiv.org/abs/2311.04359
  
  
• Waudby-Smith I, Kennedy EH, Ramdas A. Distribution-uniform anytime-valid sequential inference. arxiv.org/abs/2311.03343
  
  
• Martinez-Taboada D, Kennedy EH. Counterfactual density estimation using kernel Stein discrepancies. 
  arxiv.org/abs/2309.16129
  
  
• Rubio MD, Kennedy EH, Bacak V, Nagin DS. Effects of adolescent victimization on offending: flexible methods for missing data & unmeasured confounding. arxiv.org/abs/2309.12595
  
  
• Takatsu K, Levis AW, Kennedy EH, Kelz R, Keele L. Doubly robust machine learning for an instrumental variable study of surgical care for cholecystitis. arxiv.org/abs/2307.06269
  
  
• Bonvini M, Kennedy EH, Keele L. Minimax optimal subgroup identification. arxiv.org/abs/2306.17464
  
  
• Martinez-Taboada D, Ramdas A, Kennedy EH. An efficient doubly robust test for the kernel treatment effect. 
  arxiv.org/abs/2304.13237
  
  
• Zeng Z, Kennedy EH, Bodnar LM, Naimi AI. Efficient generalization and transportation. arxiv.org/abs/2302.00092
  
  
• Levis AW, Bonvini M, Zeng Z, Keele L, Kennedy EH. Covariate-assisted bounds on causal effects with instrumental variables. 
  arxiv.org/abs/2301.12106
  
  
• Kim K, Kennedy EH, JR Zubizarreta. Doubly robust counterfactual classification. arxiv.org/abs/2301.06199 
  
  
• Rambachan A, Coston A, Kennedy EH. Robust design and evaluation of predictive algorithms under unobserved confounding. arxiv.org/abs/2212.09844
  
  
• McClean A, Branson Z, Kennedy EH. Nonparametric estimation of conditional incremental effects. 
  arxiv.org/abs/2212.03578 
  
  
• Rubinstein M, Branson Z, Kennedy EH. Heterogeneous interventional indirect effects with multiple mediators: non-parametric and semi-parametric approaches. arxiv.org/abs/2210.08272
  
  
• Bonvini M, Kennedy EH, Ventura V, Wasserman LA. Sensitivity analysis for marginal structural models. 
  arxiv.org/abs/2210.04681
  
  
• Bonvini M, Kennedy EH. Fast convergence rates for dose-response estimation. arxiv.org/abs/2207.11825
  
  
• Coston A, Kennedy EH. The role of the geometric mean in case-control studies. arxiv.org/abs/2207.09016
  
  

2021 and before:

• Das M, Kennedy EH. drpop: Efficient and doubly robust population size estimation in R. arxiv.org/abs/2111.07191
  
  
• Bonvini M, McClean A, Branson Z, Kennedy EH. Incremental causal effects: an introduction & review. arxiv.org/abs/2110.10532
  
  
• Mishler A, Kennedy EH. FADE: FAir Double Ensemble learning for observable and counterfactual outcomes.​arxiv.org/abs/2109.00173​
  
  
• Das M, Kennedy EH. Doubly robust capture-recapture methods for estimating population size. arxiv.org/abs/2104.14091
  
  
• Waudby-Smith I, Arbour D, Sinha R, Kennedy EH, Ramdas A. Time-uniform central limit theory with applications to anytime-valid causal inference. arxiv.org/abs/2103.06476
  
  
• Bonvini M, Kennedy EH, Ventura V, Wasserman L. Causal inference for the effect of mobility on COVID-19 deaths. arxiv.org/abs/2103.04472
  
  
• Liu L, Kennedy EH. Median optimal treatment regimes. arxiv.org/abs/2103.01802
  
  
• Mishler A, Kennedy EH. Fairness in risk assessment instruments: post-processing to achieve counterfactual equalized odds. arxiv.org/abs/2009.02841
  
  
• Coston A, Kennedy EH, Chouldechova A. Counterfactual predictions under runtime confounding. arxiv.org/abs/2006.16916
  
  
• Bonvini M, Kennedy EH. Sensitivity analysis via the proportion of unmeasured confounding. arxiv.org/abs/1912.02793
  
  
• Coston A, Mishler A, Kennedy EH, Chouldechova A. Counterfactual risk assessments, evaluation, and fairness. 
  arxiv.org/abs/1909.00066
  
  
• Kim K, Kennedy EH, Naimi AI. Incremental intervention effects in studies with many timepoints, repeated outcomes, and dropout. arxiv.org/abs/1907.04004 
  
  
• Mauro JA, Kennedy EH, Nagin D. Instrumental variable methods using dynamic interventions. arxiv.org/abs/1811.01301  
  
  
• Cuellar M, Kennedy EH. A nonparametric projection-based estimator for the probability of causation, with application to water sanitation in Kenya. arxiv.org/abs/1810.00767   ​
  
  
• Kim K, Kim J, Kennedy EH. Causal effects based on distributional distances. arxiv.org/abs/1806.02935