publications

2025

1. TMLR

   Where to Intervene: Action Selection in Deep Reinforcement Learning

   Wenbo Zhang , and Hengrui Cai

   Transactions on Machine Learning Research, 2025

   Bib PDF Code

   @article{zhang2025where,
     title = {Where to Intervene: Action Selection in Deep Reinforcement Learning},
     author = {Zhang, Wenbo and Cai, Hengrui},
     journal = {Transactions on Machine Learning Research},
     issn = {2835-8856},
     year = {2025},
     url = {https://openreview.net/forum?id=D3au9XkWuy},
     note = {},
   }

2024

1. JRSSB

   Interpretable discriminant analysis for functional data supported on random nonlinear domains with an application to Alzheimer’s disease

   Eardi Lila , Wenbo Zhang , and Swati Rane Levendovszky

   Journal of the Royal Statistical Society Series B: Statistical Methodology, 2024

   Bib PDF

   @article{lila2024interpretable,
     title = {Interpretable discriminant analysis for functional data supported on random nonlinear domains with an application to Alzheimer’s disease},
     author = {Lila, Eardi and Zhang, Wenbo and Rane Levendovszky, Swati},
     journal = {Journal of the Royal Statistical Society Series B: Statistical Methodology},
     url = {https://academic.oup.com/jrsssb/advance-article/doi/10.1093/jrsssb/qkae023/7633881},
     year = {2024},
   }

2023

1. ICML

   Towards trustworthy explanation: On causal rationalization

   Wenbo Zhang , Tong Wu , Yunlong Wang , and 2 more authors

   International Conference on Machine Learning, 2023

   Bib PDF Code

   @article{zhang2023towards,
     title = {Towards trustworthy explanation: On causal rationalization},
     author = {Zhang, Wenbo and Wu, Tong and Wang, Yunlong and Cai, Yong and Cai, Hengrui},
     journal = {International Conference on Machine Learning},
     url = {https://proceedings.mlr.press/v202/zhang23ap.html},
     year = {2023},
   }

2. Biometrics

   Nonparametric estimation of the causal effect of a stochastic threshold-based intervention

   Lars Laan , Wenbo Zhang , and Peter B Gilbert

   Biometrics, 2023

   Bib PDF

   @article{van2023nonparametric,
     title = {Nonparametric estimation of the causal effect of a stochastic threshold-based intervention},
     author = {van der Laan, Lars and Zhang, Wenbo and Gilbert, Peter B},
     journal = {Biometrics},
     url = {https://onlinelibrary.wiley.com/doi/full/10.1111/biom.13690},
     year = {2023},
   }

2022

1. Science

   Immune correlates analysis of the mRNA-1273 COVID-19 vaccine efficacy clinical trial

   Peter B Gilbert , David C Montefiori , Adrian B McDermott , and 8 more authors

   Science, 2022

   Bib PDF

   @article{gilbert2022immune,
     title = {Immune correlates analysis of the mRNA-1273 COVID-19 vaccine efficacy clinical trial},
     author = {Gilbert, Peter B and Montefiori, David C and McDermott, Adrian B and Fong, Youyi and Benkeser, David and Deng, Weiping and Zhou, Honghong and Houchens, Christopher R and Martins, Karen and Jayashankar, Lakshmi and others},
     journal = {Science},
     url = {https://www.science.org/doi/full/10.1126/science.abm3425},
     year = {2022},
   }